{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# torch.utils.model_zoo\n",
    "\n",
    "## torch.utils.model_zoo.load_url\n",
    "torch.utils.model_zoo.load_url(url, model_dir=None) \n",
    "在给定URL上加载Torch序列化对象。  \n",
    "如果对象已经存在于model_dir 中，则将被反序列化并返回。URL的文件名部分应遵循命名约定 filename-< sha256>.ext ，其中 < sha256> 是文件内容的SHA256哈希的前八位或更多位数字。 哈希用于确保唯一的名称并验证文件的内容。  \n",
    "model_dir 的默认值为 \\\\$TORCH_HOME/models，其中 \\\\$TORCH_HOME 默认为 ~/.torch 。可以使用 $TORCH_MODEL_ZOO 环境变量来覆盖默认目录。  \n",
    "参数：  \n",
    "- url(string) - 要下载对象的URL \n",
    "- model_dir (string, optional) - 保存对象的目录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('conv1.weight', Parameter containing:\n",
       "              tensor([[[[-1.0419e-02, -6.1356e-03, -1.8098e-03,  ...,  5.6615e-02,\n",
       "                          1.7083e-02, -1.2694e-02],\n",
       "                        [ 1.1083e-02,  9.5276e-03, -1.0993e-01,  ..., -2.7124e-01,\n",
       "                         -1.2907e-01,  3.7424e-03],\n",
       "                        [-6.9434e-03,  5.9089e-02,  2.9548e-01,  ...,  5.1972e-01,\n",
       "                          2.5632e-01,  6.3573e-02],\n",
       "                        ...,\n",
       "                        [-2.7535e-02,  1.6045e-02,  7.2595e-02,  ..., -3.3285e-01,\n",
       "                         -4.2058e-01, -2.5781e-01],\n",
       "                        [ 3.0613e-02,  4.0960e-02,  6.2850e-02,  ...,  4.1384e-01,\n",
       "                          3.9359e-01,  1.6606e-01],\n",
       "                        [-1.3736e-02, -3.6746e-03, -2.4084e-02,  ..., -1.5070e-01,\n",
       "                         -8.2230e-02, -5.7828e-03]],\n",
       "              \n",
       "                       [[-1.1397e-02, -2.6619e-02, -3.4641e-02,  ...,  3.2521e-02,\n",
       "                          6.6221e-04, -2.5743e-02],\n",
       "                        [ 4.5687e-02,  3.3603e-02, -1.0453e-01,  ..., -3.1253e-01,\n",
       "                         -1.6051e-01, -1.2826e-03],\n",
       "                        [-8.3730e-04,  9.8420e-02,  4.0210e-01,  ...,  7.0789e-01,\n",
       "                          3.6887e-01,  1.2455e-01],\n",
       "                        ...,\n",
       "                        [-5.5926e-02, -5.2239e-03,  2.7081e-02,  ..., -4.6178e-01,\n",
       "                         -5.7080e-01, -3.6552e-01],\n",
       "                        [ 3.2860e-02,  5.5574e-02,  9.9670e-02,  ...,  5.4636e-01,\n",
       "                          4.8276e-01,  1.9867e-01],\n",
       "                        [ 5.3051e-03,  6.6938e-03, -1.7254e-02,  ..., -1.4822e-01,\n",
       "                         -7.7248e-02,  7.2183e-04]],\n",
       "              \n",
       "                       [[-2.0315e-03, -9.1617e-03,  2.1209e-02,  ...,  8.9177e-02,\n",
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       "                         -1.2980e-01, -2.7975e-02],\n",
       "                        [ 9.8454e-03,  4.9047e-02,  2.1699e-01,  ...,  3.4872e-01,\n",
       "                          1.0433e-01,  1.8413e-02],\n",
       "                        ...,\n",
       "                        [-2.8356e-02,  1.8404e-02,  9.8647e-02,  ..., -1.1740e-01,\n",
       "                         -2.5760e-01, -1.5451e-01],\n",
       "                        [ 2.0766e-02, -2.6286e-03, -3.7825e-02,  ...,  2.4141e-01,\n",
       "                          2.4345e-01,  1.1796e-01],\n",
       "                        [ 7.4684e-04,  7.7677e-04, -1.0050e-02,  ..., -1.4865e-01,\n",
       "                         -1.1754e-01, -3.8350e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-4.4154e-03, -4.0645e-03,  3.1589e-03,  ..., -3.7026e-02,\n",
       "                         -2.5158e-02, -4.7945e-02],\n",
       "                        [ 5.1310e-02,  5.3402e-02,  8.0436e-02,  ...,  1.4480e-01,\n",
       "                          1.4287e-01,  1.2312e-01],\n",
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       "                          8.0324e-02,  1.1715e-01],\n",
       "                        ...,\n",
       "                        [-2.6754e-02, -1.2297e-01, -1.3653e-01,  ..., -1.4068e-01,\n",
       "                         -1.1155e-01, -4.9556e-02],\n",
       "                        [ 2.3524e-02, -1.7288e-02, -1.1122e-02,  ..., -1.8826e-02,\n",
       "                         -2.3320e-02, -2.9474e-02],\n",
       "                        [ 2.8689e-02,  2.1659e-02,  4.7888e-02,  ...,  2.5498e-02,\n",
       "                          3.5346e-02,  1.1280e-02]],\n",
       "              \n",
       "                       [[ 4.6919e-04,  1.2153e-02,  4.2035e-02,  ...,  4.6403e-02,\n",
       "                          4.0423e-02, -1.4439e-02],\n",
       "                        [ 4.3463e-02,  6.8779e-02,  1.3268e-01,  ...,  2.8606e-01,\n",
       "                          2.6905e-01,  2.0935e-01],\n",
       "                        [-5.7621e-02, -2.2642e-02,  3.0547e-02,  ...,  1.3763e-01,\n",
       "                          1.6538e-01,  1.7946e-01],\n",
       "                        ...,\n",
       "                        [-1.0816e-01, -2.5227e-01, -2.9742e-01,  ..., -2.8503e-01,\n",
       "                         -2.1493e-01, -1.0320e-01],\n",
       "                        [ 4.0709e-02, -3.2771e-02, -6.3450e-02,  ..., -9.2360e-02,\n",
       "                         -6.9876e-02, -4.9841e-02],\n",
       "                        [ 8.2942e-02,  8.7580e-02,  1.0111e-01,  ...,  5.2714e-02,\n",
       "                          6.0968e-02,  4.1198e-02]],\n",
       "              \n",
       "                       [[-1.6391e-02, -1.3870e-02,  5.2810e-03,  ...,  4.3698e-02,\n",
       "                          2.2707e-02, -4.5983e-02],\n",
       "                        [ 3.3202e-02,  4.2014e-02,  9.3500e-02,  ...,  2.6162e-01,\n",
       "                          2.2970e-01,  1.6694e-01],\n",
       "                        [-4.5987e-02, -1.6365e-02,  2.6811e-02,  ...,  1.4951e-01,\n",
       "                          1.3216e-01,  1.3579e-01],\n",
       "                        ...,\n",
       "                        [-7.2129e-02, -1.8902e-01, -2.3389e-01,  ..., -1.9038e-01,\n",
       "                         -1.5609e-01, -7.5974e-02],\n",
       "                        [ 5.1161e-02, -2.5815e-02, -6.9357e-02,  ..., -5.8999e-02,\n",
       "                         -6.1550e-02, -4.4555e-02],\n",
       "                        [ 1.1174e-01,  7.8979e-02,  6.5849e-02,  ...,  3.1617e-02,\n",
       "                          2.5221e-02,  7.4257e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-7.0826e-08, -6.4306e-08, -7.3806e-08,  ..., -9.8000e-08,\n",
       "                         -1.0905e-07, -8.3421e-08],\n",
       "                        [-6.1125e-09,  2.0613e-09, -8.0922e-09,  ..., -4.9840e-08,\n",
       "                         -4.3836e-08, -3.0538e-09],\n",
       "                        [ 7.1953e-08,  7.5616e-08,  5.9282e-08,  ..., -9.7509e-09,\n",
       "                         -1.0951e-09,  4.2442e-08],\n",
       "                        ...,\n",
       "                        [ 9.5889e-08,  1.0039e-07,  7.9817e-08,  ..., -1.7491e-08,\n",
       "                         -4.7666e-08, -1.3265e-08],\n",
       "                        [ 1.2904e-07,  1.4762e-07,  1.7477e-07,  ...,  1.3233e-07,\n",
       "                          1.0628e-07,  9.3316e-08],\n",
       "                        [ 1.2558e-07,  1.3644e-07,  1.8431e-07,  ...,  2.1399e-07,\n",
       "                          1.7710e-07,  1.7166e-07]],\n",
       "              \n",
       "                       [[-1.2690e-07, -9.6139e-08, -1.0372e-07,  ..., -1.1808e-07,\n",
       "                         -1.3309e-07, -1.0820e-07],\n",
       "                        [-5.7412e-08, -2.5055e-08, -3.0115e-08,  ..., -7.2922e-08,\n",
       "                         -6.7022e-08, -2.2574e-08],\n",
       "                        [ 2.1813e-08,  4.8608e-08,  3.1222e-08,  ..., -1.8694e-08,\n",
       "                         -7.9591e-09,  3.9750e-08],\n",
       "                        ...,\n",
       "                        [ 5.6013e-08,  7.5526e-08,  4.4496e-08,  ..., -4.4128e-08,\n",
       "                         -5.9930e-08, -1.8247e-08],\n",
       "                        [ 7.7614e-08,  9.8348e-08,  1.0455e-07,  ...,  6.3272e-08,\n",
       "                          4.1781e-08,  4.5901e-08],\n",
       "                        [ 5.9834e-08,  7.1006e-08,  9.0437e-08,  ...,  1.1654e-07,\n",
       "                          8.7550e-08,  9.8837e-08]],\n",
       "              \n",
       "                       [[-4.3810e-08,  1.3270e-08,  7.8275e-09,  ..., -5.8804e-09,\n",
       "                         -2.6217e-08, -1.5649e-08],\n",
       "                        [ 4.1700e-08,  1.0778e-07,  1.0946e-07,  ...,  7.6403e-08,\n",
       "                          7.1450e-08,  9.7615e-08],\n",
       "                        [ 1.0436e-07,  1.6586e-07,  1.5933e-07,  ...,  1.3517e-07,\n",
       "                          1.3487e-07,  1.6449e-07],\n",
       "                        ...,\n",
       "                        [ 9.8763e-08,  1.5072e-07,  1.2547e-07,  ...,  6.8316e-08,\n",
       "                          6.8382e-08,  1.1367e-07],\n",
       "                        [ 9.1435e-08,  1.3576e-07,  1.3793e-07,  ...,  1.1678e-07,\n",
       "                          1.1723e-07,  1.4394e-07],\n",
       "                        [ 6.2183e-08,  8.8184e-08,  1.0456e-07,  ...,  1.3941e-07,\n",
       "                          1.3333e-07,  1.5844e-07]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-6.1896e-02, -3.0206e-02,  1.9225e-02,  ...,  4.3665e-02,\n",
       "                         -2.2114e-02, -4.2214e-02],\n",
       "                        [-3.8061e-02,  6.0774e-03,  4.5797e-02,  ...,  9.6029e-02,\n",
       "                          5.9254e-02,  2.9958e-02],\n",
       "                        [-2.9672e-02,  2.7766e-03,  2.0457e-02,  ...,  5.9828e-02,\n",
       "                          4.1422e-02,  2.3134e-02],\n",
       "                        ...,\n",
       "                        [ 1.1916e-02,  4.5701e-02,  4.4892e-02,  ...,  4.7419e-02,\n",
       "                          2.2274e-02, -5.4993e-03],\n",
       "                        [-3.2468e-02, -1.2210e-02,  2.2023e-02,  ...,  5.8061e-02,\n",
       "                         -7.5033e-03, -5.9736e-02],\n",
       "                        [-4.3314e-02, -2.8162e-02, -5.9126e-03,  ...,  8.8460e-02,\n",
       "                          8.4406e-03, -5.0019e-02]],\n",
       "              \n",
       "                       [[-6.1292e-02, -1.4004e-02,  1.7229e-02,  ...,  1.8349e-02,\n",
       "                         -3.2708e-02, -4.1060e-02],\n",
       "                        [-3.1506e-02,  2.4460e-02,  4.5516e-02,  ...,  6.6806e-02,\n",
       "                          4.6687e-02,  3.3248e-02],\n",
       "                        [-3.2216e-02,  2.0718e-02,  2.3343e-02,  ...,  3.5265e-02,\n",
       "                          3.6478e-02,  3.1291e-02],\n",
       "                        ...,\n",
       "                        [ 1.7739e-02,  6.1040e-02,  4.8247e-02,  ...,  3.7785e-02,\n",
       "                          2.8894e-02,  1.3984e-02],\n",
       "                        [-1.0890e-02,  2.2079e-02,  4.2737e-02,  ...,  6.0247e-02,\n",
       "                          1.6197e-02, -1.2493e-02],\n",
       "                        [-2.2284e-02,  1.3220e-02,  3.0897e-02,  ...,  1.0403e-01,\n",
       "                          4.0119e-02, -5.3310e-03]],\n",
       "              \n",
       "                       [[-8.5322e-02, -4.2603e-02,  6.8145e-03,  ...,  3.0751e-02,\n",
       "                         -3.4818e-02, -4.9945e-02],\n",
       "                        [-2.9215e-02,  1.8165e-02,  5.1092e-02,  ...,  9.0200e-02,\n",
       "                          5.3438e-02,  4.0169e-02],\n",
       "                        [-3.9932e-02, -1.1100e-03,  9.6176e-03,  ...,  2.4114e-02,\n",
       "                          2.6298e-02,  2.5489e-02],\n",
       "                        ...,\n",
       "                        [-3.1890e-03,  3.0454e-02,  1.6316e-02,  ...,  5.5054e-03,\n",
       "                         -6.2689e-03, -8.4638e-03],\n",
       "                        [-2.2995e-02, -2.8211e-03,  2.3203e-02,  ...,  3.5888e-02,\n",
       "                         -1.4296e-02, -3.2419e-02],\n",
       "                        [-9.8894e-03,  7.0542e-03,  1.0659e-02,  ...,  7.0495e-02,\n",
       "                          1.2996e-02, -8.3417e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-7.8699e-03,  1.9911e-02,  3.4208e-02,  ...,  2.8694e-02,\n",
       "                          1.2820e-02,  1.8142e-02],\n",
       "                        [ 8.7942e-03, -3.2875e-02, -3.5713e-02,  ...,  7.2533e-02,\n",
       "                          4.5889e-02,  5.2383e-02],\n",
       "                        [-3.6122e-02, -1.1878e-01, -1.3767e-01,  ...,  3.3811e-02,\n",
       "                          3.7806e-02,  2.6944e-02],\n",
       "                        ...,\n",
       "                        [ 1.7322e-02,  3.9589e-03, -8.2269e-03,  ...,  2.7543e-03,\n",
       "                          1.8313e-02,  1.6057e-02],\n",
       "                        [-9.5007e-04,  1.6428e-02,  1.7156e-02,  ...,  3.3672e-03,\n",
       "                          2.2857e-02,  6.5783e-04],\n",
       "                        [ 6.1727e-03,  2.7145e-02,  1.4340e-02,  ...,  7.5867e-03,\n",
       "                          1.8770e-02,  1.5624e-02]],\n",
       "              \n",
       "                       [[-1.3423e-02, -5.0696e-04,  8.0959e-03,  ..., -6.0963e-03,\n",
       "                          9.2341e-03,  1.5751e-02],\n",
       "                        [-1.8343e-02, -6.7982e-02, -7.0685e-02,  ...,  2.9855e-02,\n",
       "                          2.6264e-02,  2.3773e-02],\n",
       "                        [-5.4359e-02, -1.4663e-01, -1.6211e-01,  ...,  1.1781e-02,\n",
       "                          3.2477e-02,  1.1980e-02],\n",
       "                        ...,\n",
       "                        [ 8.3686e-04, -1.7564e-02, -1.9535e-02,  ..., -4.1382e-03,\n",
       "                          2.4658e-02,  1.2893e-02],\n",
       "                        [-6.3183e-04,  1.1788e-02,  2.4810e-02,  ...,  6.1105e-03,\n",
       "                          3.9210e-02,  9.6696e-03],\n",
       "                        [-7.1831e-03,  6.6918e-03,  5.2723e-03,  ..., -7.6077e-03,\n",
       "                          2.7253e-02,  1.7735e-02]],\n",
       "              \n",
       "                       [[-2.3753e-04, -4.9343e-03,  2.2991e-03,  ..., -4.7958e-02,\n",
       "                         -2.6154e-02, -2.3525e-02],\n",
       "                        [-3.3053e-04, -5.1502e-02, -5.9977e-02,  ..., -1.7369e-02,\n",
       "                         -2.3337e-02, -3.7312e-02],\n",
       "                        [-2.2674e-02, -9.9412e-02, -1.1176e-01,  ..., -1.1725e-02,\n",
       "                         -8.3744e-03, -4.0615e-02],\n",
       "                        ...,\n",
       "                        [ 1.1437e-02, -8.0313e-03, -1.4955e-03,  ..., -3.4133e-02,\n",
       "                         -8.7267e-03, -2.3526e-02],\n",
       "                        [ 2.9522e-03,  6.7770e-04,  1.9933e-02,  ..., -2.2002e-02,\n",
       "                          1.4814e-02, -1.4487e-02],\n",
       "                        [-1.9085e-02, -2.9430e-02, -2.3284e-02,  ..., -4.8587e-02,\n",
       "                         -1.3049e-02, -2.4368e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-3.6296e-02,  7.1996e-03,  1.9100e-02,  ...,  1.9602e-02,\n",
       "                          1.4870e-02, -1.7298e-02],\n",
       "                        [-1.1061e-02,  8.5665e-02,  1.2667e-01,  ...,  1.3744e-02,\n",
       "                         -5.5036e-05, -3.0162e-02],\n",
       "                        [ 1.1322e-01,  1.8634e-01,  5.0658e-02,  ..., -1.7333e-01,\n",
       "                         -7.2041e-02, -6.2474e-02],\n",
       "                        ...,\n",
       "                        [-5.3062e-02, -2.5781e-01, -2.6747e-01,  ...,  2.6781e-01,\n",
       "                          1.4344e-01,  5.5145e-02],\n",
       "                        [-2.1009e-02, -2.9969e-02,  1.0245e-01,  ...,  2.0843e-01,\n",
       "                         -4.1518e-03, -3.8118e-02],\n",
       "                        [-2.2155e-02,  1.2380e-02,  8.4302e-02,  ..., -4.4992e-02,\n",
       "                         -1.4687e-01, -9.0890e-02]],\n",
       "              \n",
       "                       [[-5.3969e-03,  3.2799e-02,  1.5486e-02,  ..., -7.7451e-03,\n",
       "                          3.0229e-03,  1.1216e-03],\n",
       "                        [ 6.1723e-02,  1.4899e-01,  1.4645e-01,  ..., -2.8897e-02,\n",
       "                         -2.0227e-02, -9.1878e-03],\n",
       "                        [ 1.6146e-01,  2.0886e-01, -2.5589e-02,  ..., -2.7278e-01,\n",
       "                         -1.0735e-01, -6.2971e-02],\n",
       "                        ...,\n",
       "                        [-1.3723e-01, -4.0863e-01, -3.8551e-01,  ...,  4.0846e-01,\n",
       "                          2.6202e-01,  1.3491e-01],\n",
       "                        [-5.9388e-02, -6.1187e-02,  1.4197e-01,  ...,  3.5780e-01,\n",
       "                          9.0893e-02, -1.7392e-03],\n",
       "                        [ 7.8613e-03,  5.8403e-02,  1.5339e-01,  ...,  4.7045e-02,\n",
       "                         -1.0095e-01, -9.7920e-02]],\n",
       "              \n",
       "                       [[-5.6799e-03,  1.3425e-02, -2.6461e-02,  ...,  4.4881e-03,\n",
       "                          2.0666e-03,  1.3902e-02],\n",
       "                        [ 6.5943e-03,  4.5181e-02,  6.0260e-02,  ...,  1.4368e-02,\n",
       "                         -5.0725e-03,  4.0505e-03],\n",
       "                        [ 5.5257e-02,  1.2397e-01,  4.3193e-02,  ..., -1.4486e-01,\n",
       "                         -7.4489e-02, -5.7533e-02],\n",
       "                        ...,\n",
       "                        [-3.1513e-02, -1.6334e-01, -1.5795e-01,  ...,  2.2904e-01,\n",
       "                          1.2017e-01,  7.1998e-02],\n",
       "                        [-1.0456e-02, -1.1248e-03,  8.4582e-02,  ...,  1.5748e-01,\n",
       "                          2.2142e-02, -1.0083e-02],\n",
       "                        [-4.8639e-03, -5.0065e-03,  3.6341e-02,  ..., -2.4361e-02,\n",
       "                         -7.1195e-02, -6.6788e-02]]]], requires_grad=True)),\n",
       "             ('bn1.running_mean',\n",
       "              tensor([ 2.7681e-03, -2.5769e-02,  2.1254e-07, -8.4605e-02,  2.1121e-08,\n",
       "                       4.9691e-04, -2.2408e-02, -1.1582e-07, -4.8239e-03,  2.7507e-07,\n",
       "                       3.9582e-02,  3.1994e-02, -3.7490e-02, -1.3716e-06,  6.6002e-03,\n",
       "                       4.3782e-03,  6.4797e-02,  1.1176e-01,  3.6002e-02, -7.5075e-02,\n",
       "                      -3.8240e-02,  8.4358e-02, -5.2287e-02, -1.1799e-02,  1.3019e-03,\n",
       "                       3.2172e-02, -1.7784e-02, -9.1009e-02,  1.1319e-01, -4.1632e-02,\n",
       "                       8.7302e-03,  2.9693e-02, -7.0502e-02, -3.4847e-03,  1.0977e-01,\n",
       "                      -1.7341e-03, -5.9423e-08,  2.9330e-02, -7.8553e-09,  6.7320e-03,\n",
       "                      -3.7100e-03,  1.6028e-02, -2.7883e-02,  2.6593e-02,  2.8475e-02,\n",
       "                      -1.2735e-01,  4.4617e-02,  2.6329e-02,  2.1454e-08, -1.7045e-02,\n",
       "                      -3.5617e-03, -4.5841e-02,  6.3876e-02,  1.5220e-02, -3.8511e-02,\n",
       "                      -1.6428e-02, -1.6569e-02,  5.6057e-02, -8.0306e-02, -2.6646e-03,\n",
       "                      -4.1718e-02,  1.2611e-01, -4.9237e-02, -1.3261e-02])),\n",
       "             ('bn1.running_var',\n",
       "              tensor([1.0169e+00, 3.7167e+00, 5.8133e-11, 3.2825e+00, 1.7107e-13, 6.5823e-01,\n",
       "                      4.3701e+00, 6.6005e-12, 9.1552e-01, 1.9318e-09, 4.1256e+00, 2.7440e+00,\n",
       "                      2.8391e+00, 4.7966e-08, 1.1072e+01, 5.0075e-01, 2.2313e+00, 4.8257e+00,\n",
       "                      2.6986e+00, 9.3700e+00, 3.7339e+00, 5.4843e+00, 5.7127e+00, 4.4544e-01,\n",
       "                      4.3628e-01, 7.1563e+00, 1.3718e+01, 5.2512e+00, 6.8174e+00, 1.6724e+00,\n",
       "                      1.6534e+00, 1.2325e+00, 4.9076e+00, 3.0731e+00, 4.2384e+00, 4.9936e+00,\n",
       "                      1.4465e-12, 1.5212e+00, 1.0352e-13, 3.5134e-01, 1.7025e-01, 1.4205e+00,\n",
       "                      1.9085e+00, 2.1512e+00, 2.6608e+00, 4.8444e+00, 1.9297e+00, 1.4999e+00,\n",
       "                      2.9481e-13, 1.5306e+00, 3.6503e-01, 2.9376e+00, 5.4664e+00, 7.0792e-01,\n",
       "                      3.3315e+00, 7.7180e-01, 2.4068e+00, 6.5214e+00, 4.1263e+00, 1.0506e+00,\n",
       "                      2.9530e+00, 1.1366e+01, 4.7690e+00, 1.6559e+00])),\n",
       "             ('bn1.weight', Parameter containing:\n",
       "              tensor([ 2.3487e-01,  2.6626e-01, -5.1096e-08,  5.1870e-01,  3.4404e-09,\n",
       "                       2.2239e-01,  4.2289e-01,  1.3153e-07,  2.5093e-01,  1.5152e-06,\n",
       "                       3.1687e-01,  2.5049e-01,  3.7893e-01,  1.0862e-05,  2.7526e-01,\n",
       "                       2.3674e-01,  2.4202e-01,  3.9531e-01,  4.6935e-01,  2.9090e-01,\n",
       "                       2.7268e-01,  2.7803e-01,  2.9069e-01,  2.0693e-01,  2.5899e-01,\n",
       "                       2.7871e-01,  2.9115e-01,  3.1601e-01,  3.8889e-01,  3.0411e-01,\n",
       "                       2.6776e-01,  2.1093e-01,  2.8708e-01,  3.3243e-01,  4.2673e-01,\n",
       "                       3.7326e-01,  7.4804e-08,  1.9068e-01,  1.4740e-08,  2.2303e-01,\n",
       "                       1.7908e-01,  2.4860e-01,  2.7400e-01,  2.5923e-01,  2.9420e-01,\n",
       "                       2.9924e-01,  2.2369e-01,  2.6280e-01,  2.2001e-08,  2.6610e-01,\n",
       "                       2.2089e-01,  2.8429e-01,  3.3072e-01,  2.2681e-01,  3.6538e-01,\n",
       "                       2.1230e-01,  2.3965e-01,  2.4950e-01,  5.2583e-01,  2.4825e-01,\n",
       "                       2.9565e-01,  2.5878e-01,  4.8326e-01,  2.6670e-01],\n",
       "                     requires_grad=True)),\n",
       "             ('bn1.bias', Parameter containing:\n",
       "              tensor([ 2.3072e-01,  2.5382e-01, -1.0543e-06, -6.6439e-01, -1.6571e-08,\n",
       "                       1.6152e-01,  4.5450e-01, -4.3020e-07,  3.0051e-01, -8.0052e-06,\n",
       "                       3.4942e-01,  3.1148e-01, -2.4953e-01, -3.4749e-05,  1.0773e-01,\n",
       "                       2.1897e-01,  3.8141e-01, -5.2988e-01, -6.2864e-01,  5.7140e-01,\n",
       "                       2.9985e-01,  5.8430e-01,  4.8202e-01,  3.2853e-01,  1.9672e-01,\n",
       "                       1.9496e-01,  1.5215e-01,  8.5522e-02,  5.1314e-01,  1.5237e-02,\n",
       "                       1.6644e-01,  3.3239e-01,  2.4921e-01,  4.4337e-01, -2.8017e-01,\n",
       "                      -2.0385e-02, -2.4507e-07,  3.2134e-01, -4.9152e-08,  2.3777e-01,\n",
       "                       2.3291e-01,  3.1527e-01,  4.2776e-01,  2.9313e-01,  2.6379e-01,\n",
       "                       6.7598e-01,  4.2910e-01,  3.4566e-01, -8.6909e-08,  2.4729e-01,\n",
       "                       3.0316e-01,  6.1577e-01,  3.9835e-01,  3.3207e-01, -4.1219e-01,\n",
       "                       3.7807e-01,  1.7895e-01,  2.5748e-01, -4.4908e-01,  2.1306e-01,\n",
       "                       5.6934e-01,  5.7274e-01, -4.0238e-01,  2.3406e-01],\n",
       "                     requires_grad=True)),\n",
       "             ('layer1.0.conv1.weight', Parameter containing:\n",
       "              tensor([[[[ 5.7593e-02, -9.5114e-02, -2.0272e-02],\n",
       "                        [-7.4556e-02, -7.9931e-01, -2.1284e-01],\n",
       "                        [ 6.5571e-02, -9.6534e-02, -1.2111e-02]],\n",
       "              \n",
       "                       [[-6.9944e-03,  1.4266e-02,  5.5824e-04],\n",
       "                        [ 4.1238e-02, -1.6125e-01, -2.3208e-02],\n",
       "                        [ 3.2887e-03,  7.1779e-03,  7.1686e-02]],\n",
       "              \n",
       "                       [[-2.3627e-09, -3.9270e-08, -3.2971e-08],\n",
       "                        [ 2.1737e-08,  8.3299e-09,  1.2543e-08],\n",
       "                        [ 1.1382e-08,  8.8096e-09,  1.5506e-08]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.6921e-02,  1.8294e-02, -2.9358e-02],\n",
       "                        [-9.8615e-02, -4.3645e-02, -5.2717e-02],\n",
       "                        [-7.9635e-02,  2.9396e-02,  4.1479e-03]],\n",
       "              \n",
       "                       [[ 1.6948e-02,  1.3978e-02,  9.6727e-03],\n",
       "                        [ 1.4297e-02, -6.6985e-04, -2.2077e-02],\n",
       "                        [ 1.2398e-02,  3.5454e-02, -2.2320e-02]],\n",
       "              \n",
       "                       [[-2.2600e-02, -2.5331e-02, -2.3548e-02],\n",
       "                        [ 6.0860e-02, -9.6779e-02,  2.4057e-02],\n",
       "                        [-1.2750e-02,  9.2237e-02,  4.0152e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.2160e-02,  4.2177e-02, -1.6428e-02],\n",
       "                        [-2.9667e-02,  5.6865e-02,  2.5486e-02],\n",
       "                        [ 4.3847e-03,  5.1188e-02,  1.0436e-02]],\n",
       "              \n",
       "                       [[ 2.5342e-02,  5.4374e-02,  5.3888e-02],\n",
       "                        [-2.8334e-02, -2.0139e-01, -5.6358e-02],\n",
       "                        [ 5.6774e-02,  7.4188e-02,  2.1585e-02]],\n",
       "              \n",
       "                       [[-3.1458e-08,  3.5335e-08,  5.3791e-08],\n",
       "                        [-2.6896e-08,  5.1530e-08,  5.4480e-08],\n",
       "                        [-3.8487e-08, -1.1234e-08, -7.5787e-09]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.2754e-01,  4.3552e-02, -6.5607e-02],\n",
       "                        [-6.0462e-02,  1.5989e-01, -7.7070e-03],\n",
       "                        [-9.4202e-02,  5.0750e-02, -7.8154e-02]],\n",
       "              \n",
       "                       [[-3.3309e-02,  1.6631e-03, -8.8497e-03],\n",
       "                        [ 1.5553e-02, -5.8277e-02, -2.7437e-02],\n",
       "                        [ 1.3126e-02, -3.0268e-02, -2.1661e-03]],\n",
       "              \n",
       "                       [[-4.2313e-03,  3.4517e-02,  3.8193e-03],\n",
       "                        [ 5.4317e-02, -1.2457e-02,  3.2900e-02],\n",
       "                        [ 2.2000e-04,  1.6040e-02,  1.2764e-01]]],\n",
       "              \n",
       "              \n",
       "                      [[[-3.5247e-02,  8.0748e-03,  2.0353e-02],\n",
       "                        [ 1.7344e-02, -2.4320e-02, -1.5511e-04],\n",
       "                        [-2.7634e-04,  2.8024e-02, -2.3777e-03]],\n",
       "              \n",
       "                       [[-2.3741e-02, -3.2057e-03, -5.7059e-03],\n",
       "                        [-1.1582e-02,  1.7200e-03,  2.1067e-02],\n",
       "                        [ 4.3606e-03, -4.6459e-02, -7.2954e-02]],\n",
       "              \n",
       "                       [[ 3.1002e-08,  5.3568e-08,  3.1873e-08],\n",
       "                        [-1.6063e-08, -1.8072e-08, -1.9508e-09],\n",
       "                        [-5.8339e-08, -4.5366e-08, -1.2395e-08]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.9689e-03, -2.6809e-02, -4.3760e-02],\n",
       "                        [ 2.4518e-02, -2.8396e-02, -3.5896e-02],\n",
       "                        [-1.7883e-04, -2.4661e-02, -2.0085e-02]],\n",
       "              \n",
       "                       [[ 2.1551e-02,  2.2789e-03, -2.5823e-02],\n",
       "                        [ 2.3272e-02, -7.9333e-03, -2.0814e-03],\n",
       "                        [-5.7062e-03, -2.6934e-02, -1.4421e-02]],\n",
       "              \n",
       "                       [[-1.9674e-02,  2.7914e-02, -2.0025e-02],\n",
       "                        [ 6.3222e-02, -3.9077e-02, -3.3220e-03],\n",
       "                        [-2.7434e-02,  1.1390e-02, -3.1608e-03]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 4.3440e-03, -7.6970e-03, -6.4950e-02],\n",
       "                        [ 1.3846e-02, -2.2803e-02, -4.6478e-02],\n",
       "                        [ 2.7776e-02,  1.6080e-02, -1.3363e-02]],\n",
       "              \n",
       "                       [[ 4.7379e-02, -2.4982e-02, -2.7605e-02],\n",
       "                        [ 7.0091e-02,  4.2084e-03, -1.0805e-01],\n",
       "                        [ 1.7526e-02,  4.5647e-02,  7.8810e-03]],\n",
       "              \n",
       "                       [[ 2.6680e-09,  2.7671e-08,  2.4702e-08],\n",
       "                        [ 6.3905e-09,  4.1020e-08,  3.3631e-08],\n",
       "                        [ 5.8335e-09,  1.3334e-08,  9.6604e-09]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 4.5900e-03,  4.7084e-02, -8.6949e-03],\n",
       "                        [-6.3011e-03,  5.9585e-02,  5.8667e-03],\n",
       "                        [-2.0255e-02,  4.3285e-02,  4.5094e-03]],\n",
       "              \n",
       "                       [[ 1.1253e-03, -5.7461e-03, -6.8411e-03],\n",
       "                        [ 6.0616e-03,  7.3295e-03, -1.1784e-02],\n",
       "                        [-1.1455e-03,  5.1868e-03, -1.9867e-02]],\n",
       "              \n",
       "                       [[ 1.7529e-02,  4.4606e-02, -2.6595e-02],\n",
       "                        [ 2.2102e-02,  4.5857e-02,  2.3347e-02],\n",
       "                        [ 1.8052e-02,  5.9689e-02,  1.7129e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.9112e-02,  3.4242e-03, -1.7523e-02],\n",
       "                        [-2.3682e-02,  2.2716e-02, -3.8301e-02],\n",
       "                        [-1.0308e-02, -4.3802e-03, -2.3582e-02]],\n",
       "              \n",
       "                       [[-4.9607e-02, -3.2724e-03, -1.5345e-02],\n",
       "                        [-1.3524e-02,  5.4842e-02,  1.1187e-02],\n",
       "                        [-2.3549e-02, -2.8495e-02, -6.6371e-02]],\n",
       "              \n",
       "                       [[-4.9804e-08, -2.8211e-08, -2.0583e-08],\n",
       "                        [-5.2389e-08, -2.8522e-08, -3.5099e-08],\n",
       "                        [-3.2171e-08, -3.4110e-08, -4.3153e-08]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.4487e-03,  2.6532e-02, -1.1202e-02],\n",
       "                        [ 7.0925e-03,  3.7903e-02, -3.2481e-02],\n",
       "                        [ 4.1381e-02,  3.2329e-02,  2.8309e-03]],\n",
       "              \n",
       "                       [[-6.5955e-03,  1.6476e-02,  2.1810e-02],\n",
       "                        [-1.2293e-02,  2.2310e-02,  1.2645e-02],\n",
       "                        [-8.9897e-03,  1.1948e-03, -5.2390e-03]],\n",
       "              \n",
       "                       [[-2.5295e-03,  7.2689e-02, -7.8046e-03],\n",
       "                        [-4.2221e-02,  7.9756e-02, -2.7738e-02],\n",
       "                        [ 4.6716e-03, -5.6596e-02, -8.2261e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 5.2235e-02,  3.5231e-03, -3.3131e-02],\n",
       "                        [ 3.1048e-02,  1.6193e-02,  1.7283e-02],\n",
       "                        [ 1.4446e-02,  2.4302e-02, -1.9689e-03]],\n",
       "              \n",
       "                       [[-2.4717e-02,  8.3009e-03, -6.1336e-02],\n",
       "                        [-1.6134e-02,  5.5323e-02, -6.5029e-02],\n",
       "                        [-2.4715e-02,  1.0030e-03,  3.2437e-02]],\n",
       "              \n",
       "                       [[ 1.8496e-08,  5.2798e-09,  4.1820e-08],\n",
       "                        [ 3.7489e-08,  2.5450e-08,  3.0419e-08],\n",
       "                        [ 1.1246e-08, -5.6956e-09, -2.0008e-08]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 7.1194e-03, -4.1052e-02, -1.0002e-02],\n",
       "                        [ 2.5924e-02, -6.3819e-02,  1.3366e-02],\n",
       "                        [ 2.9751e-02, -7.9476e-03,  1.4007e-02]],\n",
       "              \n",
       "                       [[-2.5166e-03,  2.2051e-02, -1.9967e-02],\n",
       "                        [-5.9436e-02,  4.3872e-02,  2.6832e-02],\n",
       "                        [-1.7509e-02,  2.4625e-02,  2.4822e-02]],\n",
       "              \n",
       "                       [[ 3.5832e-02, -7.0357e-02,  3.9452e-03],\n",
       "                        [-2.9835e-02,  9.2727e-02,  1.9336e-02],\n",
       "                        [-2.9145e-02, -9.7087e-03, -7.3388e-02]]]], requires_grad=True)),\n",
       "             ('layer1.0.bn1.running_mean',\n",
       "              tensor([-0.4332, -0.1757,  0.0307, -0.7058, -1.6364, -0.7989, -0.0678, -0.1956,\n",
       "                      -1.1260, -0.9578,  0.0030, -1.8265, -0.0393, -0.8680, -1.1062, -0.6359,\n",
       "                      -0.9872, -0.5778, -1.3349, -0.3408, -1.1982, -1.6058, -2.1702, -0.8814,\n",
       "                      -0.8175, -0.6951,  0.6542, -1.6422,  0.2811,  0.3163, -0.4123, -1.4023,\n",
       "                      -1.5044, -2.5031, -2.1580, -1.3645, -0.8579, -0.2206, -2.5548, -2.2695,\n",
       "                      -0.1609, -0.8552,  0.5289,  1.3492, -0.9382, -0.3356, -2.9168, -1.5967,\n",
       "                      -1.8875, -1.6166, -1.9443, -2.0195, -0.9671, -1.3881, -1.8836,  0.1869,\n",
       "                      -1.3487, -0.4593, -0.4542, -0.9032, -0.0768, -1.7719,  1.2484, -0.9139])),\n",
       "             ('layer1.0.bn1.running_var',\n",
       "              tensor([0.4351, 0.2044, 0.2344, 0.5559, 0.9626, 0.3484, 0.0871, 0.6851, 0.4714,\n",
       "                      1.2642, 0.1519, 0.6730, 0.2430, 0.5577, 0.8701, 0.2419, 0.2052, 0.8149,\n",
       "                      0.3040, 0.2617, 0.8060, 0.8007, 1.5581, 0.2404, 0.4445, 0.6765, 0.5562,\n",
       "                      0.9378, 0.2584, 0.3173, 0.0962, 0.4118, 0.5197, 0.9767, 1.2703, 0.8908,\n",
       "                      0.3609, 0.2227, 1.1588, 1.5965, 0.4060, 0.2559, 0.1763, 0.2797, 0.3757,\n",
       "                      0.1282, 1.8280, 0.3145, 0.7419, 0.2129, 0.8122, 0.4660, 0.4065, 0.4914,\n",
       "                      0.4814, 0.1697, 0.4000, 0.3867, 0.1499, 0.4137, 0.0671, 0.8303, 0.2434,\n",
       "                      0.3449])),\n",
       "             ('layer1.0.bn1.weight', Parameter containing:\n",
       "              tensor([0.3090, 0.2147, 0.2366, 0.4259, 0.5137, 0.2181, 0.2204, 0.2300, 0.2640,\n",
       "                      0.2695, 0.2138, 0.4602, 0.2661, 0.2319, 0.3900, 0.2389, 0.2660, 0.3634,\n",
       "                      0.3474, 0.2477, 0.3285, 0.5349, 0.6440, 0.2275, 0.4482, 0.3078, 0.2604,\n",
       "                      0.4651, 0.2179, 0.2858, 0.3426, 0.4420, 0.4450, 0.4500, 0.5516, 0.5092,\n",
       "                      0.2564, 0.2634, 0.5664, 0.6410, 0.2228, 0.1986, 0.2460, 0.2242, 0.2143,\n",
       "                      0.1982, 0.6368, 0.3106, 0.5049, 0.2403, 0.3065, 0.3760, 0.3794, 0.4281,\n",
       "                      0.2991, 0.3326, 0.2596, 0.3345, 0.2006, 0.4351, 0.1683, 0.5149, 0.2629,\n",
       "                      0.3254], requires_grad=True)),\n",
       "             ('layer1.0.bn1.bias', Parameter containing:\n",
       "              tensor([ 0.1657,  0.2420,  0.1780, -0.0431, -0.2053,  0.1598,  0.2929,  0.0912,\n",
       "                       0.1116,  0.0884,  0.1104, -0.2035,  0.1539,  0.0857, -0.1094,  0.0654,\n",
       "                       0.0766, -0.2067, -0.0212,  0.1396,  0.0401, -0.2827, -0.3257, -0.0035,\n",
       "                      -0.4373, -0.1248,  0.1282, -0.0874,  0.1199, -0.0829, -0.5315, -0.0780,\n",
       "                      -0.3876, -0.0547, -0.1816, -0.1888,  0.1320,  0.0031, -0.2697, -0.2984,\n",
       "                       0.1394,  0.2597,  0.1372,  0.0053,  0.0132,  0.3295, -0.2715, -0.0187,\n",
       "                      -0.2467,  0.1579,  0.0165, -0.0890, -0.1903, -0.0787,  0.1700, -0.4832,\n",
       "                       0.0619, -0.0677,  0.3125, -0.5064,  0.3138, -0.2617, -0.1545,  0.0063],\n",
       "                     requires_grad=True)),\n",
       "             ('layer1.0.conv2.weight', Parameter containing:\n",
       "              tensor([[[[ 2.5947e-02, -1.0458e-01, -4.7712e-03],\n",
       "                        [-8.6223e-02, -3.3021e-01, -1.0275e-01],\n",
       "                        [-5.7426e-02, -1.9074e-01, -5.4646e-02]],\n",
       "              \n",
       "                       [[-1.6951e-02,  2.1384e-02, -2.1074e-03],\n",
       "                        [-3.2983e-03,  4.5014e-02, -1.1510e-02],\n",
       "                        [-5.9602e-02,  6.4942e-03,  2.9080e-03]],\n",
       "              \n",
       "                       [[-4.4903e-03,  1.9637e-02,  1.3167e-02],\n",
       "                        [ 1.3050e-02, -7.7471e-03,  1.1931e-02],\n",
       "                        [ 1.3454e-02,  1.1103e-02,  5.5145e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.2706e-03, -7.7438e-03,  2.0753e-02],\n",
       "                        [-4.0024e-02, -4.0383e-02, -3.4821e-02],\n",
       "                        [-2.0251e-02, -9.5164e-03,  1.3954e-02]],\n",
       "              \n",
       "                       [[-2.3430e-03,  3.2303e-02, -4.3342e-03],\n",
       "                        [ 8.6194e-03,  1.0553e-02,  1.8074e-03],\n",
       "                        [-1.2760e-02, -1.0232e-02,  4.5711e-03]],\n",
       "              \n",
       "                       [[ 1.5302e-02,  2.1361e-02, -7.0908e-03],\n",
       "                        [-1.4221e-02,  4.5979e-02,  2.1369e-02],\n",
       "                        [ 3.1312e-02,  6.6428e-02,  2.1465e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 5.3422e-02,  4.0515e-02,  9.6680e-03],\n",
       "                        [ 3.2884e-02, -2.3474e-02,  3.4642e-02],\n",
       "                        [-1.2861e-02,  5.0066e-02,  5.4579e-02]],\n",
       "              \n",
       "                       [[ 2.8764e-02,  4.3431e-02,  2.8258e-02],\n",
       "                        [ 2.8734e-02, -3.5459e-02, -5.2788e-02],\n",
       "                        [-5.5119e-02, -7.1813e-02, -8.2970e-02]],\n",
       "              \n",
       "                       [[ 9.5293e-02,  1.2549e-01, -6.4001e-02],\n",
       "                        [-4.1166e-02, -9.0480e-04,  5.1387e-02],\n",
       "                        [-1.1311e-01, -7.9823e-02,  1.4373e-01]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-7.6924e-03,  2.0647e-02,  1.9521e-02],\n",
       "                        [-6.7352e-03,  1.2601e-04,  4.8309e-03],\n",
       "                        [-6.2405e-03, -9.2119e-03, -2.5806e-04]],\n",
       "              \n",
       "                       [[-2.6153e-02, -2.4641e-02,  4.0970e-02],\n",
       "                        [-1.9164e-02, -1.0160e-02,  3.3163e-02],\n",
       "                        [ 5.4200e-03,  9.0485e-04,  6.7799e-04]],\n",
       "              \n",
       "                       [[ 7.7762e-03,  2.6447e-02,  6.3650e-02],\n",
       "                        [-3.0608e-02,  2.4959e-02,  1.2951e-02],\n",
       "                        [-2.0938e-02, -7.7342e-03, -3.8790e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 1.0893e-02, -1.4409e-02,  1.5730e-02],\n",
       "                        [ 1.6655e-02,  4.4535e-02,  6.3212e-02],\n",
       "                        [ 3.4121e-02,  7.3135e-02,  5.9203e-02]],\n",
       "              \n",
       "                       [[ 2.3195e-03,  7.7598e-03,  2.0308e-02],\n",
       "                        [ 2.0457e-02,  4.0029e-02,  3.4744e-02],\n",
       "                        [-4.7356e-02, -3.7286e-02,  1.4542e-02]],\n",
       "              \n",
       "                       [[-2.2742e-02, -1.9000e-02, -8.4317e-03],\n",
       "                        [-9.8759e-04,  2.1510e-02,  6.3959e-03],\n",
       "                        [-9.4558e-03,  2.6833e-03, -3.1136e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-7.5787e-03, -1.6056e-02, -6.4204e-04],\n",
       "                        [-5.5104e-03,  1.4252e-02,  4.5000e-02],\n",
       "                        [-9.2800e-03,  2.2351e-02,  4.1728e-02]],\n",
       "              \n",
       "                       [[ 2.5705e-02,  4.8207e-02,  7.9145e-02],\n",
       "                        [-4.4350e-03,  3.8872e-03,  4.1694e-02],\n",
       "                        [ 8.0536e-04, -1.0601e-02,  9.2706e-03]],\n",
       "              \n",
       "                       [[-3.3892e-02,  9.3543e-03,  4.1746e-02],\n",
       "                        [-1.6470e-02,  3.9542e-03,  6.2438e-02],\n",
       "                        [-3.1055e-02, -3.6302e-03,  7.0817e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-7.1044e-05, -9.0020e-03, -2.6998e-03],\n",
       "                        [ 3.0072e-03,  1.1579e-02,  1.5214e-02],\n",
       "                        [ 3.4832e-03,  1.1353e-05,  1.6320e-02]],\n",
       "              \n",
       "                       [[-2.6334e-02,  2.1967e-02, -6.0039e-02],\n",
       "                        [ 4.4519e-02,  1.3203e-01, -9.1163e-03],\n",
       "                        [ 5.4242e-02,  1.3726e-01,  2.7454e-02]],\n",
       "              \n",
       "                       [[ 1.7122e-02,  3.7646e-03,  1.4872e-02],\n",
       "                        [ 1.2092e-02,  1.1319e-02,  3.4667e-02],\n",
       "                        [ 8.1790e-03, -2.0805e-02,  2.7143e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.0111e-02, -1.0526e-02,  2.8394e-02],\n",
       "                        [-2.5112e-02, -2.2196e-02,  3.7229e-02],\n",
       "                        [-3.8220e-02, -4.6644e-02,  1.5660e-02]],\n",
       "              \n",
       "                       [[-2.5913e-03, -2.4307e-02,  1.0611e-02],\n",
       "                        [-2.1730e-02, -4.3938e-02, -7.1536e-03],\n",
       "                        [-2.5171e-02, -5.9467e-02, -2.5577e-02]],\n",
       "              \n",
       "                       [[ 2.8652e-02,  2.5850e-04,  1.1416e-03],\n",
       "                        [ 3.7812e-02, -1.1271e-03,  9.6027e-03],\n",
       "                        [ 3.9350e-02,  1.0134e-02,  1.0449e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-7.9305e-03,  7.0872e-03,  2.1412e-02],\n",
       "                        [-6.0065e-02,  1.4147e-03,  9.7281e-02],\n",
       "                        [-6.0130e-02, -2.1725e-02,  3.6863e-02]],\n",
       "              \n",
       "                       [[ 2.8024e-02,  2.6183e-02, -2.3027e-02],\n",
       "                        [ 5.1900e-02, -2.0588e-03, -1.0940e-01],\n",
       "                        [-3.2729e-02, -6.2752e-03,  8.0630e-03]],\n",
       "              \n",
       "                       [[-1.8062e-02, -1.9510e-02,  4.3163e-02],\n",
       "                        [ 4.6080e-02,  2.9494e-02,  4.0844e-02],\n",
       "                        [ 5.9607e-03, -6.5891e-03, -6.4623e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.2193e-02,  8.4653e-03,  3.6764e-03],\n",
       "                        [ 1.7549e-02,  2.1971e-02, -4.5108e-03],\n",
       "                        [ 2.1124e-02,  3.4591e-02, -1.6310e-02]],\n",
       "              \n",
       "                       [[ 3.8144e-02,  4.8395e-02, -9.5556e-02],\n",
       "                        [ 1.8923e-02,  1.1341e-02, -7.6311e-02],\n",
       "                        [ 4.7358e-03,  3.2138e-02, -7.4777e-02]],\n",
       "              \n",
       "                       [[-1.9031e-02, -3.2568e-02, -3.8251e-02],\n",
       "                        [ 1.0705e-02,  2.3121e-03, -7.5078e-02],\n",
       "                        [ 3.3316e-02,  3.5515e-02, -2.1023e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.3330e-01,  7.4683e-02, -3.8624e-03],\n",
       "                        [ 9.1377e-02,  8.2415e-02,  3.9469e-02],\n",
       "                        [-1.8265e-02, -5.9943e-02,  8.9354e-02]],\n",
       "              \n",
       "                       [[ 1.5566e-02, -4.1716e-02,  1.0633e-02],\n",
       "                        [ 7.2644e-03,  3.1934e-02,  1.2732e-03],\n",
       "                        [-2.0851e-02, -3.7593e-03, -7.0170e-02]],\n",
       "              \n",
       "                       [[-6.6139e-02,  1.0627e-01,  1.9590e-02],\n",
       "                        [ 5.4987e-02, -1.5552e-01, -1.8819e-02],\n",
       "                        [-4.2554e-03,  4.4964e-02, -2.4632e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-6.1691e-02, -4.5531e-02, -9.1721e-03],\n",
       "                        [ 4.3995e-02,  4.5703e-02, -7.0108e-02],\n",
       "                        [ 1.1388e-02,  4.4678e-02, -4.5953e-02]],\n",
       "              \n",
       "                       [[ 4.3432e-03,  2.3194e-02, -2.1895e-02],\n",
       "                        [-8.0216e-02, -5.7606e-02, -9.8455e-03],\n",
       "                        [-3.3285e-02, -1.1468e-01, -2.3779e-02]],\n",
       "              \n",
       "                       [[-6.3785e-02, -2.4485e-02, -4.9061e-02],\n",
       "                        [-6.1594e-02,  1.0328e-01,  5.9685e-03],\n",
       "                        [ 8.1863e-02, -3.0314e-02, -4.6373e-03]]]], requires_grad=True)),\n",
       "             ('layer1.0.bn2.running_mean',\n",
       "              tensor([ 1.6767e-01,  5.1604e-03,  7.8681e-01,  1.6696e-01,  4.7745e-01,\n",
       "                      -3.6223e-02, -5.7831e-02,  2.0108e-03, -3.4202e-01,  6.7421e-02,\n",
       "                      -9.7042e-02, -9.9979e-02, -6.5909e-02, -3.8458e-02, -7.0890e-02,\n",
       "                      -2.2176e-01, -1.3434e-01,  1.1979e-01, -6.0160e-02,  6.1843e-04,\n",
       "                       8.6362e-02, -1.4662e-01,  3.5369e-02, -1.5391e-01, -4.1574e-02,\n",
       "                      -4.3171e-01,  3.2966e-02, -7.9720e-02, -5.8684e-01, -2.4614e-01,\n",
       "                      -1.5049e-01, -4.0124e-01, -2.1874e-01, -6.3512e-01,  6.9792e-02,\n",
       "                       1.4116e-01,  2.7538e-01, -5.6446e-01, -1.1135e-01, -2.4137e-01,\n",
       "                      -1.3131e-01, -2.1504e-02,  1.2639e-01, -1.6843e-01,  1.6926e-01,\n",
       "                      -4.6841e-01, -6.9076e-01,  2.0441e-01,  1.4749e-03, -5.4254e-02,\n",
       "                      -1.4867e-01,  1.2616e-01, -1.1453e-01, -1.5967e-01,  1.2299e-01,\n",
       "                      -1.6053e-01, -2.2562e-01, -9.9545e-02, -1.6210e-01,  3.2296e-01,\n",
       "                      -5.5390e-03,  1.0911e-01,  7.8114e-02,  1.2128e-02])),\n",
       "             ('layer1.0.bn2.running_var',\n",
       "              tensor([0.1130, 0.0412, 0.0335, 0.1282, 0.2084, 0.0307, 0.0606, 0.0737, 0.0313,\n",
       "                      0.0409, 0.1376, 0.0399, 0.0437, 0.0282, 0.1588, 0.0288, 0.0837, 0.0799,\n",
       "                      0.0177, 0.1839, 0.0884, 0.3054, 0.1512, 0.0394, 0.0374, 0.0969, 0.1719,\n",
       "                      0.0610, 0.0607, 0.1560, 0.0448, 0.1236, 0.0464, 0.1005, 0.0498, 0.0481,\n",
       "                      0.0450, 0.1229, 0.0623, 0.0381, 0.0229, 0.1227, 0.1656, 0.1047, 0.1316,\n",
       "                      0.1834, 0.0622, 0.1272, 0.1929, 0.0419, 0.0263, 0.2623, 0.0712, 0.1442,\n",
       "                      0.0937, 0.0983, 0.1163, 0.1511, 0.1009, 0.0342, 0.1854, 0.0698, 0.0631,\n",
       "                      0.0350])),\n",
       "             ('layer1.0.bn2.weight', Parameter containing:\n",
       "              tensor([0.2496, 0.2198, 0.2756, 0.6073, 0.2654, 0.2942, 0.1136, 0.4425, 0.2868,\n",
       "                      0.2974, 0.2506, 0.4103, 0.4855, 0.3383, 0.4670, 0.1772, 0.2171, 0.5025,\n",
       "                      0.2263, 0.3667, 0.4867, 0.4586, 0.4652, 0.2200, 0.1510, 0.2761, 0.3813,\n",
       "                      0.2803, 0.2382, 0.3953, 0.3032, 0.3163, 0.2025, 0.2323, 0.2003, 0.1661,\n",
       "                      0.4690, 0.3476, 0.3414, 0.2274, 0.2485, 0.2356, 0.2726, 0.4657, 0.3429,\n",
       "                      0.2465, 0.4674, 0.2812, 0.6241, 0.4152, 0.3403, 0.4218, 0.1152, 0.2985,\n",
       "                      0.5802, 0.2795, 0.4706, 0.4517, 0.4303, 0.2749, 0.3427, 0.1137, 0.5069,\n",
       "                      0.4370], requires_grad=True)),\n",
       "             ('layer1.0.bn2.bias', Parameter containing:\n",
       "              tensor([ 2.2752e-01,  8.6747e-03, -6.7346e-02, -6.8779e-02,  3.5977e-01,\n",
       "                      -2.0167e-01, -4.8431e-05,  2.3735e-02,  3.9549e-01,  3.7079e-02,\n",
       "                       6.8793e-03,  2.7578e-01, -7.0272e-02, -2.3970e-01, -8.1753e-02,\n",
       "                      -9.4132e-02, -1.4544e-01,  3.7301e-02, -3.6174e-01, -3.9561e-01,\n",
       "                      -4.0789e-01,  3.5559e-03, -2.7878e-01, -3.5299e-02, -7.0281e-02,\n",
       "                       2.1005e-01, -4.6362e-03, -1.9665e-01, -2.8066e-01, -1.6540e-02,\n",
       "                       2.6452e-01, -8.9359e-02, -2.1046e-01, -1.3026e-01,  1.7215e-01,\n",
       "                       5.3403e-02, -2.2295e-01, -4.8033e-02,  2.4572e-01,  2.0950e-01,\n",
       "                       1.6220e-01,  1.1370e-01,  1.1457e-01, -1.4870e-01, -3.2150e-02,\n",
       "                      -3.0549e-01,  4.9125e-01,  1.0873e-01,  1.2779e-02,  1.0044e-01,\n",
       "                       4.1553e-01, -1.4710e-02,  2.3922e-02,  9.9812e-02, -1.7273e-01,\n",
       "                       1.0078e-01, -1.4564e-01, -2.2735e-01,  1.3637e-01,  2.0127e-01,\n",
       "                      -5.7430e-02,  2.3530e-01, -1.1299e-01,  3.0933e-01],\n",
       "                     requires_grad=True)),\n",
       "             ('layer1.1.conv1.weight', Parameter containing:\n",
       "              tensor([[[[ 1.9712e-02, -5.2562e-03, -3.7619e-03],\n",
       "                        [-1.9635e-02, -1.2336e-02, -3.5196e-02],\n",
       "                        [ 5.0761e-02,  7.5668e-02,  4.3344e-02]],\n",
       "              \n",
       "                       [[ 1.4160e-02, -8.6094e-03, -1.0541e-02],\n",
       "                        [-4.2586e-02, -2.3814e-02, -5.4694e-02],\n",
       "                        [-1.4018e-03,  4.6720e-02,  5.0898e-02]],\n",
       "              \n",
       "                       [[ 2.1559e-02,  4.1633e-03, -9.7118e-03],\n",
       "                        [-9.3201e-03, -2.5432e-02, -2.8274e-02],\n",
       "                        [-3.0107e-02, -4.8230e-02, -2.6001e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 5.4300e-03,  9.1875e-02,  3.1938e-03],\n",
       "                        [-1.7945e-02,  5.7266e-02, -8.4098e-03],\n",
       "                        [-3.4961e-02, -2.3296e-02, -3.5089e-02]],\n",
       "              \n",
       "                       [[ 2.5603e-02, -3.1689e-02, -5.4160e-02],\n",
       "                        [ 6.9736e-02, -1.0716e-02, -6.8034e-02],\n",
       "                        [ 3.5578e-02,  3.4749e-02, -1.9334e-02]],\n",
       "              \n",
       "                       [[-6.5420e-02, -4.6427e-03, -2.3362e-02],\n",
       "                        [ 7.5833e-02,  9.1174e-03, -4.9701e-02],\n",
       "                        [ 6.2944e-02, -9.8735e-02,  3.3158e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-9.0557e-03, -3.0753e-02,  1.1953e-02],\n",
       "                        [-3.2539e-02, -6.2846e-03, -2.0235e-02],\n",
       "                        [ 4.7996e-03, -2.1462e-02, -4.1557e-03]],\n",
       "              \n",
       "                       [[ 1.7163e-02, -2.3303e-03,  7.3972e-02],\n",
       "                        [-3.2105e-02, -7.7536e-02, -1.2648e-02],\n",
       "                        [ 3.8985e-02, -4.3170e-02,  1.0904e-02]],\n",
       "              \n",
       "                       [[-2.9643e-02, -5.8534e-02, -5.9736e-02],\n",
       "                        [-2.9437e-02, -3.6441e-02, -1.2380e-02],\n",
       "                        [-2.2775e-02, -2.4485e-03, -1.6124e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.6830e-02,  1.4267e-02,  6.2658e-02],\n",
       "                        [ 3.0585e-04, -5.3241e-03,  3.2786e-03],\n",
       "                        [ 2.1097e-02, -2.3189e-02,  1.2102e-02]],\n",
       "              \n",
       "                       [[-6.1182e-02, -2.9227e-02,  2.0036e-02],\n",
       "                        [-7.6089e-02, -7.7057e-02,  8.6544e-02],\n",
       "                        [-3.9228e-02, -3.2361e-02, -8.8970e-02]],\n",
       "              \n",
       "                       [[-1.3372e-01,  8.8362e-02,  8.3836e-02],\n",
       "                        [-1.1688e-02,  4.3156e-01, -3.3629e-03],\n",
       "                        [-2.3925e-02, -1.0092e-01, -1.0184e-01]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 8.0165e-02,  4.3042e-02,  2.7325e-03],\n",
       "                        [ 3.5269e-02, -1.5504e-02, -3.5011e-02],\n",
       "                        [-1.7164e-02, -2.6827e-02, -3.3946e-02]],\n",
       "              \n",
       "                       [[ 4.5439e-02,  5.1585e-02,  1.8321e-02],\n",
       "                        [-3.9647e-02,  2.3956e-02, -2.6609e-02],\n",
       "                        [-3.0358e-02, -6.4729e-02,  2.5834e-02]],\n",
       "              \n",
       "                       [[ 3.8105e-02,  4.0986e-02,  4.1005e-02],\n",
       "                        [ 1.7584e-02, -1.6494e-02, -3.2716e-02],\n",
       "                        [ 5.5886e-03, -1.7068e-02, -3.0605e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.3694e-01, -1.4074e-01,  5.1423e-02],\n",
       "                        [-1.2521e-01, -1.3128e-01,  7.5733e-02],\n",
       "                        [-4.5032e-02, -1.7081e-02,  7.1252e-02]],\n",
       "              \n",
       "                       [[ 6.3381e-02,  1.5874e-02, -2.7322e-02],\n",
       "                        [ 8.0356e-02,  3.6104e-02, -2.8506e-02],\n",
       "                        [ 2.6638e-02,  2.2021e-02,  3.2345e-02]],\n",
       "              \n",
       "                       [[-1.2068e-03, -4.6179e-02, -1.5351e-02],\n",
       "                        [-1.1276e-02,  1.9200e-02,  3.4336e-02],\n",
       "                        [ 1.6540e-02, -7.8592e-03, -2.5392e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 3.3384e-02,  6.9963e-02,  1.0745e-02],\n",
       "                        [-1.7518e-02, -5.3524e-02, -6.4960e-02],\n",
       "                        [ 3.4248e-04, -4.5557e-02, -4.7336e-02]],\n",
       "              \n",
       "                       [[-5.1031e-03,  7.9784e-03, -8.6553e-04],\n",
       "                        [-1.6557e-03,  1.4661e-02,  5.3365e-03],\n",
       "                        [-3.1784e-02, -6.6940e-02, -4.6889e-02]],\n",
       "              \n",
       "                       [[-1.1775e-02,  7.2759e-03,  7.6622e-03],\n",
       "                        [-6.1288e-02, -5.2078e-02, -4.5152e-02],\n",
       "                        [-8.6584e-02, -9.7381e-02, -1.0405e-01]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.1243e-02,  6.2456e-02,  2.5188e-02],\n",
       "                        [-2.2911e-02, -2.1100e-03, -2.7573e-02],\n",
       "                        [ 4.6557e-02,  6.4980e-02,  3.1879e-02]],\n",
       "              \n",
       "                       [[ 6.2867e-03,  2.4255e-02,  8.9674e-02],\n",
       "                        [-7.7718e-03, -5.4311e-02, -4.6843e-02],\n",
       "                        [-6.7499e-03, -6.6857e-02, -4.9842e-02]],\n",
       "              \n",
       "                       [[ 4.7326e-03, -3.9533e-02,  1.1500e-03],\n",
       "                        [-2.7957e-02, -1.3466e-01, -6.0753e-02],\n",
       "                        [-3.2010e-03,  7.2213e-02,  1.1009e-01]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.3763e-02, -1.7876e-02, -7.4843e-03],\n",
       "                        [ 1.6239e-02,  5.4479e-04, -3.3735e-02],\n",
       "                        [-2.2854e-02, -1.4316e-03,  1.1010e-02]],\n",
       "              \n",
       "                       [[ 5.2277e-03, -2.5941e-03,  5.9594e-03],\n",
       "                        [-2.9058e-03, -7.3409e-03,  3.0652e-02],\n",
       "                        [ 7.5540e-02,  6.6445e-03,  2.5518e-03]],\n",
       "              \n",
       "                       [[-6.5970e-02, -4.1286e-02, -3.0278e-02],\n",
       "                        [-3.5108e-02, -3.9099e-02, -1.6818e-02],\n",
       "                        [-1.0224e-02, -8.6995e-03, -5.9939e-04]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.1233e-02, -2.4559e-02, -7.4436e-03],\n",
       "                        [-4.3734e-03, -3.2864e-02, -3.3453e-02],\n",
       "                        [ 8.9269e-03, -1.7646e-02,  3.8375e-04]],\n",
       "              \n",
       "                       [[-7.8930e-02, -7.2940e-02, -6.7911e-02],\n",
       "                        [-8.4146e-02, -8.3657e-02,  5.3666e-02],\n",
       "                        [-3.5577e-02, -3.6835e-02,  5.8987e-03]],\n",
       "              \n",
       "                       [[ 8.3767e-02,  8.0476e-05,  7.2164e-02],\n",
       "                        [-6.4219e-02, -1.2661e-01,  4.6026e-02],\n",
       "                        [ 9.3033e-02, -4.7521e-02,  3.6777e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 4.1012e-02,  1.3361e-03, -5.8616e-02],\n",
       "                        [ 4.2461e-02,  2.9437e-03, -2.0445e-02],\n",
       "                        [ 7.6097e-02,  5.2504e-02, -5.5636e-03]],\n",
       "              \n",
       "                       [[ 2.2046e-02,  4.0888e-03,  1.4645e-02],\n",
       "                        [-7.7532e-02, -1.1912e-01, -7.0892e-02],\n",
       "                        [-1.0618e-02, -3.2121e-02, -2.3969e-02]],\n",
       "              \n",
       "                       [[-2.1612e-02, -2.6110e-03, -3.1664e-02],\n",
       "                        [-3.2892e-02, -3.9771e-02, -5.1463e-02],\n",
       "                        [-2.6150e-02, -3.6554e-02, -2.3315e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 4.4600e-03,  8.4181e-02,  2.3199e-02],\n",
       "                        [ 5.7595e-02,  1.3036e-01,  3.2172e-02],\n",
       "                        [-2.2774e-03,  4.2065e-02, -4.8619e-02]],\n",
       "              \n",
       "                       [[ 3.1533e-02, -4.3655e-02,  2.0361e-02],\n",
       "                        [ 3.9973e-03, -5.1430e-02, -6.3839e-02],\n",
       "                        [ 6.4002e-03,  4.5347e-02,  4.7346e-02]],\n",
       "              \n",
       "                       [[-9.1818e-02,  1.0264e-02,  9.6565e-02],\n",
       "                        [-2.1635e-03, -2.3452e-02, -5.9038e-02],\n",
       "                        [ 1.9402e-02,  2.8854e-02, -9.6113e-02]]]], requires_grad=True)),\n",
       "             ('layer1.1.bn1.running_mean',\n",
       "              tensor([-0.6534,  0.9240, -1.3403, -0.7395, -0.5830, -1.6717, -0.3376,  0.1913,\n",
       "                      -0.4565, -0.7877, -0.3756, -0.2295, -1.7003, -0.6135,  0.5422, -0.1072,\n",
       "                      -0.2315, -0.3775, -1.8026, -0.7210, -0.0288, -1.2585, -1.8144,  0.0504,\n",
       "                      -0.0739, -1.5506, -1.5092, -1.0623,  0.1706,  0.1527,  0.3983, -2.9065,\n",
       "                      -0.9070, -0.2983, -1.8404, -2.3956,  0.2241, -0.0760, -0.9525, -1.4632,\n",
       "                       0.7657, -0.3832,  0.8590, -1.3211, -1.2599, -0.1220, -0.2230,  0.5071,\n",
       "                       1.0262, -0.5969, -0.0104, -1.4013, -0.4267, -0.9979, -1.9458,  0.1991,\n",
       "                      -0.8841, -0.8302, -0.3076, -2.0759, -1.2645,  0.2679,  0.4349, -1.2568])),\n",
       "             ('layer1.1.bn1.running_var',\n",
       "              tensor([0.7111, 0.5543, 0.6143, 0.5148, 0.2840, 0.4924, 0.3536, 0.3939, 0.2511,\n",
       "                      0.4859, 0.1803, 0.7468, 0.4225, 0.3686, 0.1719, 0.2777, 0.3676, 0.2311,\n",
       "                      0.3515, 0.4917, 0.1393, 0.1732, 0.6248, 0.3038, 0.1599, 0.5246, 0.2410,\n",
       "                      0.5096, 0.5251, 0.5369, 0.1800, 1.0623, 0.4006, 0.2060, 0.5194, 0.4981,\n",
       "                      0.4250, 0.2616, 0.8252, 0.4991, 0.3290, 0.3642, 0.2716, 0.6520, 0.4492,\n",
       "                      0.2753, 0.3377, 0.3167, 0.3830, 0.4624, 0.4098, 0.5566, 0.5048, 0.4747,\n",
       "                      0.6820, 0.4387, 0.3506, 0.2995, 0.5595, 0.6855, 0.5260, 0.6478, 0.4960,\n",
       "                      0.5449])),\n",
       "             ('layer1.1.bn1.weight', Parameter containing:\n",
       "              tensor([0.3910, 0.4375, 0.3746, 0.3990, 0.3404, 0.3503, 0.2618, 0.2707, 0.2865,\n",
       "                      0.4308, 0.1895, 0.3041, 0.3837, 0.2944, 0.2105, 0.3304, 0.2943, 0.2887,\n",
       "                      0.2060, 0.4627, 0.2335, 0.1831, 0.4489, 0.2830, 0.3389, 0.2997, 0.3503,\n",
       "                      0.2735, 0.3908, 0.2817, 0.2636, 0.4462, 0.3282, 0.3776, 0.4471, 0.3878,\n",
       "                      0.2516, 0.3172, 0.3661, 0.3166, 0.3818, 0.3128, 0.2274, 0.3627, 0.2902,\n",
       "                      0.2381, 0.2988, 0.2469, 0.3840, 0.2886, 0.3197, 0.2879, 0.3218, 0.4559,\n",
       "                      0.3500, 0.2420, 0.3396, 0.3519, 0.3839, 0.3806, 0.4039, 0.2826, 0.4594,\n",
       "                      0.3342], requires_grad=True)),\n",
       "             ('layer1.1.bn1.bias', Parameter containing:\n",
       "              tensor([-0.0997, -0.4755, -0.0474, -0.2698, -0.0834, -0.0072,  0.0474,  0.1022,\n",
       "                      -0.0170, -0.1471,  0.2307,  0.1447, -0.1775,  0.0273,  0.1559, -0.1836,\n",
       "                       0.1238, -0.1522,  0.0554, -0.2881, -0.2606,  0.2316, -0.3242, -0.0219,\n",
       "                      -0.2645,  0.0576, -0.2465,  0.0481, -0.3530,  0.0950, -0.1862, -0.1707,\n",
       "                      -0.0161, -0.2604, -0.3145, -0.1083,  0.0659, -0.1427, -0.0570, -0.0076,\n",
       "                      -0.3006, -0.0744, -0.0683, -0.1104,  0.0253,  0.0489, -0.2515,  0.1150,\n",
       "                      -0.3783,  0.0846, -0.0368,  0.1439, -0.0468, -0.3087, -0.0240,  0.1397,\n",
       "                      -0.0908, -0.1795, -0.1129, -0.0793, -0.1491,  0.0594, -0.4433, -0.0138],\n",
       "                     requires_grad=True)),\n",
       "             ('layer1.1.conv2.weight', Parameter containing:\n",
       "              tensor([[[[-2.1574e-02, -4.5688e-03,  4.5483e-03],\n",
       "                        [-8.1870e-03,  4.1740e-02,  2.3010e-02],\n",
       "                        [-8.9283e-03,  5.7352e-02,  2.9818e-02]],\n",
       "              \n",
       "                       [[ 5.8627e-02,  4.2864e-02,  4.4912e-02],\n",
       "                        [ 2.2281e-02, -1.2969e-02,  7.6099e-03],\n",
       "                        [ 4.5373e-02,  3.0712e-02,  3.7700e-02]],\n",
       "              \n",
       "                       [[-1.5456e-02, -3.8692e-02, -4.6010e-02],\n",
       "                        [-2.3123e-02,  2.8293e-02,  4.7790e-03],\n",
       "                        [-2.0328e-02,  1.3756e-02,  2.5883e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 5.1302e-02,  4.2291e-02,  5.7833e-02],\n",
       "                        [ 4.5210e-02,  5.5850e-02,  1.4318e-02],\n",
       "                        [ 1.4241e-02,  1.7968e-02,  1.4344e-02]],\n",
       "              \n",
       "                       [[ 4.6012e-03,  1.2566e-02,  4.8931e-02],\n",
       "                        [-6.5754e-03, -2.6431e-02,  1.5855e-02],\n",
       "                        [ 1.3192e-02,  1.9011e-02,  1.3842e-02]],\n",
       "              \n",
       "                       [[ 6.1983e-02,  6.9919e-02,  6.1035e-02],\n",
       "                        [ 6.1253e-02,  9.9557e-02,  5.9060e-02],\n",
       "                        [ 5.8298e-02,  8.1652e-02,  8.1499e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.0088e-02, -1.2959e-02,  9.7798e-03],\n",
       "                        [ 5.5408e-02,  4.3501e-02,  5.6983e-02],\n",
       "                        [ 5.3427e-02,  3.5118e-02,  3.6782e-02]],\n",
       "              \n",
       "                       [[ 2.4442e-03, -3.0207e-02, -1.0377e-02],\n",
       "                        [-4.5297e-02, -4.5318e-02,  5.4623e-03],\n",
       "                        [-4.4762e-02, -1.5508e-02,  6.9745e-03]],\n",
       "              \n",
       "                       [[ 3.9658e-02,  3.6838e-02,  5.8796e-03],\n",
       "                        [ 2.3207e-02,  3.9240e-03, -2.0887e-02],\n",
       "                        [-1.4829e-02,  5.3606e-03,  1.7404e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.2160e-02,  5.9042e-02,  4.8433e-02],\n",
       "                        [-2.6464e-02, -8.0667e-03, -1.0359e-02],\n",
       "                        [-2.6699e-02, -9.5411e-03, -2.8902e-02]],\n",
       "              \n",
       "                       [[-2.9235e-02, -3.9078e-02, -4.4955e-02],\n",
       "                        [-2.0346e-02, -4.4891e-02, -3.7477e-02],\n",
       "                        [ 1.9653e-02, -1.5562e-03, -5.8245e-03]],\n",
       "              \n",
       "                       [[-5.0696e-02, -4.8902e-02,  9.1631e-03],\n",
       "                        [ 5.1668e-03,  2.0509e-02,  6.6874e-02],\n",
       "                        [ 2.8934e-02,  4.6717e-02,  2.1371e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.1744e-02, -2.8354e-02, -3.2557e-02],\n",
       "                        [ 3.0519e-02,  1.8536e-02,  1.5244e-02],\n",
       "                        [ 1.3832e-03,  1.7051e-02,  3.2020e-02]],\n",
       "              \n",
       "                       [[-3.6293e-02,  1.0914e-02,  4.5371e-02],\n",
       "                        [ 1.3399e-02,  6.4272e-02,  8.8210e-02],\n",
       "                        [ 4.6697e-02,  9.9653e-02,  8.7606e-02]],\n",
       "              \n",
       "                       [[-2.4336e-02, -2.9627e-02,  1.9537e-02],\n",
       "                        [-3.3412e-02, -2.2290e-02, -2.8879e-02],\n",
       "                        [ 1.4765e-02,  1.7234e-02, -1.8185e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.9859e-02, -7.1075e-02, -5.8546e-02],\n",
       "                        [ 2.2902e-02,  1.1184e-02, -2.3654e-02],\n",
       "                        [ 8.1897e-02,  1.1996e-01,  9.3242e-02]],\n",
       "              \n",
       "                       [[ 3.1984e-02,  7.4931e-02,  6.6020e-02],\n",
       "                        [ 2.8490e-02,  1.1931e-01,  1.2100e-01],\n",
       "                        [ 7.9259e-04,  4.3812e-02,  4.4648e-02]],\n",
       "              \n",
       "                       [[ 3.2748e-02,  4.1444e-02, -8.1932e-03],\n",
       "                        [ 4.5541e-02,  2.9426e-02, -8.5440e-03],\n",
       "                        [ 1.1634e-04,  1.8045e-03,  1.4826e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-4.4144e-02, -8.3106e-02, -5.3073e-02],\n",
       "                        [ 3.2124e-02,  1.0286e-02,  2.4409e-02],\n",
       "                        [ 6.1606e-03, -1.9455e-02,  4.0534e-02]],\n",
       "              \n",
       "                       [[ 5.6026e-04,  9.6961e-03,  2.5010e-03],\n",
       "                        [ 7.1679e-03, -1.7535e-02, -2.3857e-02],\n",
       "                        [-9.8745e-03, -1.8550e-02,  1.7301e-03]],\n",
       "              \n",
       "                       [[ 4.3882e-03,  4.2049e-02,  7.5950e-02],\n",
       "                        [-6.5610e-02, -3.6130e-02, -1.9404e-02],\n",
       "                        [-3.8091e-02, -2.6749e-02, -1.3865e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.5593e-02, -4.6050e-02, -2.2809e-02],\n",
       "                        [-9.7648e-03,  2.4910e-03,  2.4503e-02],\n",
       "                        [ 2.0381e-02,  5.2393e-02,  6.9019e-02]],\n",
       "              \n",
       "                       [[ 9.3306e-04,  1.2483e-02, -1.1817e-02],\n",
       "                        [-1.2627e-02, -1.8756e-02, -1.4144e-03],\n",
       "                        [-5.2490e-03, -4.6126e-03, -1.3224e-02]],\n",
       "              \n",
       "                       [[ 7.4689e-04, -1.0135e-02, -7.8264e-03],\n",
       "                        [ 1.2491e-02, -2.5865e-02,  4.0514e-02],\n",
       "                        [ 5.8855e-03,  4.5990e-02,  1.0651e-01]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 1.2262e-02, -1.5378e-02,  1.3862e-03],\n",
       "                        [ 4.1166e-02, -2.4944e-02, -2.6686e-02],\n",
       "                        [-1.7423e-02,  5.2690e-03, -2.1861e-02]],\n",
       "              \n",
       "                       [[-3.1207e-02, -3.3025e-02,  2.2114e-02],\n",
       "                        [-2.4009e-02,  1.2988e-02,  2.2430e-02],\n",
       "                        [ 1.0332e-02,  4.3601e-03,  4.7321e-03]],\n",
       "              \n",
       "                       [[ 2.0182e-02,  6.1569e-02, -2.8771e-02],\n",
       "                        [ 5.8231e-02,  4.6767e-02, -2.8417e-05],\n",
       "                        [ 3.7545e-02, -4.5886e-02,  1.5849e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 7.0431e-03, -3.6082e-03,  7.1986e-03],\n",
       "                        [ 2.4895e-02,  6.1671e-03, -3.2427e-02],\n",
       "                        [ 7.2338e-03,  2.2406e-03, -5.3330e-02]],\n",
       "              \n",
       "                       [[ 2.8072e-02, -1.0571e-02, -1.3854e-02],\n",
       "                        [-1.0879e-02,  6.1929e-03, -5.6713e-03],\n",
       "                        [-2.6083e-02,  8.1861e-03, -3.2873e-02]],\n",
       "              \n",
       "                       [[-3.1032e-02, -6.0485e-02, -2.5583e-02],\n",
       "                        [-4.6239e-02, -2.2805e-02, -7.7678e-03],\n",
       "                        [-9.4698e-03,  4.0247e-03, -4.8637e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.3128e-02, -5.6038e-02, -3.4572e-02],\n",
       "                        [ 1.0638e-03,  5.7929e-02, -7.6970e-03],\n",
       "                        [-3.0103e-02,  3.5573e-02, -1.8143e-02]],\n",
       "              \n",
       "                       [[ 9.6840e-02, -1.1186e-01, -7.8766e-02],\n",
       "                        [-1.0444e-01, -1.0851e-01, -1.9553e-01],\n",
       "                        [-1.1986e-01, -7.1474e-02,  3.6750e-02]],\n",
       "              \n",
       "                       [[-2.2194e-02,  6.0298e-03,  5.6914e-02],\n",
       "                        [-4.8342e-02,  7.8893e-02, -5.1026e-02],\n",
       "                        [-5.1294e-02, -5.7434e-02, -1.9178e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.4896e-02, -8.1267e-02,  5.1794e-02],\n",
       "                        [-8.3985e-02, -5.7778e-02,  6.7891e-02],\n",
       "                        [ 2.3837e-02,  3.8954e-02,  4.1141e-02]],\n",
       "              \n",
       "                       [[ 4.6446e-03,  2.7367e-02, -2.3154e-02],\n",
       "                        [ 2.0675e-02,  2.3429e-02,  6.4380e-04],\n",
       "                        [-5.2222e-02, -1.4854e-02, -2.5150e-02]],\n",
       "              \n",
       "                       [[ 2.1291e-02,  1.2736e-02,  8.4553e-03],\n",
       "                        [-8.2932e-02,  7.2067e-02,  1.3107e-01],\n",
       "                        [ 8.5491e-03,  1.3677e-01,  3.9867e-02]]]], requires_grad=True)),\n",
       "             ('layer1.1.bn2.running_mean',\n",
       "              tensor([-0.0555, -0.2037,  0.7682, -0.0659,  0.4746, -0.0462, -0.0896,  0.0405,\n",
       "                      -0.2446, -0.3079,  0.2418, -0.0135, -0.0139, -0.5716,  0.1631, -0.1234,\n",
       "                      -0.0607, -0.0682,  0.0326,  0.0245, -0.1008,  0.0646,  0.0028, -0.0101,\n",
       "                      -0.0145,  0.0377, -0.0842,  0.0183, -0.5056, -0.0529, -0.0573, -0.1212,\n",
       "                      -0.3578, -0.2472, -0.3403,  0.0570, -0.2512, -0.2658, -0.1210, -0.0369,\n",
       "                      -0.0996,  0.2838,  0.1478, -0.1105, -0.4597, -0.1867, -0.2858,  0.1237,\n",
       "                      -0.1291, -0.2389,  0.0203,  0.1081, -0.2310, -0.0848, -0.0316,  0.2546,\n",
       "                       0.0597, -0.1729, -0.0190,  0.1898,  0.0823,  0.0380, -0.0429,  0.1392])),\n",
       "             ('layer1.1.bn2.running_var',\n",
       "              tensor([0.0485, 0.1034, 0.0663, 0.0458, 0.1147, 0.0534, 0.0654, 0.0467, 0.0442,\n",
       "                      0.0820, 0.0332, 0.0400, 0.0379, 0.0849, 0.0409, 0.0282, 0.0821, 0.0699,\n",
       "                      0.0327, 0.0497, 0.0506, 0.1060, 0.0921, 0.0300, 0.0170, 0.0383, 0.0358,\n",
       "                      0.0383, 0.0745, 0.0579, 0.0390, 0.0504, 0.0494, 0.0617, 0.0458, 0.0347,\n",
       "                      0.0525, 0.0575, 0.0475, 0.0354, 0.0658, 0.0336, 0.0437, 0.0734, 0.0574,\n",
       "                      0.0596, 0.0452, 0.0403, 0.0789, 0.0551, 0.0328, 0.0775, 0.0722, 0.0390,\n",
       "                      0.0501, 0.0394, 0.0454, 0.0450, 0.0899, 0.0297, 0.0527, 0.0184, 0.0526,\n",
       "                      0.0340])),\n",
       "             ('layer1.1.bn2.weight', Parameter containing:\n",
       "              tensor([0.2560, 0.5690, 0.4042, 0.5130, 0.2178, 0.4940, 0.3315, 0.5510, 0.4354,\n",
       "                      0.5291, 0.2081, 0.4735, 0.5945, 0.5645, 0.2761, 0.2571, 0.4853, 0.6240,\n",
       "                      0.4370, 0.2308, 0.4970, 0.3157, 0.5706, 0.2162, 0.1932, 0.1448, 0.2218,\n",
       "                      0.2389, 0.5871, 0.3501, 0.4109, 0.3199, 0.5808, 0.3281, 0.2723, 0.1971,\n",
       "                      0.6139, 0.4075, 0.6304, 0.3874, 0.7605, 0.2111, 0.3071, 0.4603, 0.3099,\n",
       "                      0.1914, 0.4431, 0.2537, 0.5745, 0.6459, 0.3914, 0.3090, 0.6782, 0.1937,\n",
       "                      0.5814, 0.2570, 0.3514, 0.2124, 0.5794, 0.3415, 0.2051, 0.0715, 0.4090,\n",
       "                      0.4416], requires_grad=True)),\n",
       "             ('layer1.1.bn2.bias', Parameter containing:\n",
       "              tensor([-0.1778, -0.1287,  0.0349, -0.1452,  0.1864, -0.1413, -0.4201, -0.1334,\n",
       "                       0.2183, -0.1912,  0.0311, -0.0235, -0.1724, -0.0274, -0.0295, -0.1031,\n",
       "                       0.0047,  0.0828, -0.1521,  0.0183, -0.2418, -0.0831, -0.0491, -0.0688,\n",
       "                      -0.2560,  0.1381, -0.0165,  0.2092, -0.0028, -0.0265, -0.0225,  0.0286,\n",
       "                      -0.1065, -0.3698,  0.2862, -0.1036,  0.3080, -0.0894,  0.2772,  0.1136,\n",
       "                      -0.3157,  0.0423,  0.0567,  0.2369, -0.0727,  0.0465, -0.0536,  0.1309,\n",
       "                       0.0282, -0.1371,  0.1464, -0.0717, -0.3237, -0.1583, -0.0424, -0.1278,\n",
       "                      -0.1703,  0.0413,  0.0891,  0.0770, -0.0730,  0.0683, -0.0391,  0.0476],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.0.conv1.weight', Parameter containing:\n",
       "              tensor([[[[-7.1555e-02, -1.1031e-01, -1.3711e-01],\n",
       "                        [ 7.0593e-02, -1.4782e-02, -1.0053e-01],\n",
       "                        [ 1.1938e-01,  8.7330e-02, -8.2206e-03]],\n",
       "              \n",
       "                       [[-2.3999e-02, -6.3682e-03,  2.4303e-03],\n",
       "                        [ 6.1831e-03,  1.8781e-02,  2.5324e-02],\n",
       "                        [ 2.3656e-03, -4.0037e-03, -1.1949e-02]],\n",
       "              \n",
       "                       [[ 6.0344e-03,  6.3784e-03, -1.2247e-02],\n",
       "                        [ 7.8854e-03, -1.3464e-02, -4.2702e-02],\n",
       "                        [ 1.7380e-02, -1.3862e-02, -4.7145e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.4324e-02,  3.2257e-02,  2.5819e-02],\n",
       "                        [ 8.4676e-03, -4.5413e-04, -1.0832e-02],\n",
       "                        [-6.7166e-03, -1.5052e-02, -2.6939e-02]],\n",
       "              \n",
       "                       [[-1.2089e-02, -2.3588e-02, -2.2689e-02],\n",
       "                        [ 1.0135e-02,  1.8285e-02, -1.5695e-02],\n",
       "                        [ 2.1352e-02,  5.8568e-02,  4.2873e-02]],\n",
       "              \n",
       "                       [[ 1.4421e-02, -2.8298e-02, -7.0770e-03],\n",
       "                        [ 3.0260e-02, -6.6294e-03, -1.6901e-02],\n",
       "                        [ 3.9085e-02,  1.4222e-02,  2.2294e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-7.7911e-02, -7.3929e-02, -3.6671e-02],\n",
       "                        [-3.4903e-02, -6.2355e-02, -3.7793e-02],\n",
       "                        [-2.8379e-02, -5.4291e-02, -4.9411e-02]],\n",
       "              \n",
       "                       [[-1.2970e-02, -2.1825e-02, -2.8767e-04],\n",
       "                        [ 7.6444e-03,  1.7653e-02,  1.6660e-02],\n",
       "                        [ 3.8337e-02,  2.3006e-02, -1.6620e-03]],\n",
       "              \n",
       "                       [[-8.7592e-02, -8.4735e-02, -5.5818e-02],\n",
       "                        [-7.7731e-02, -8.0311e-02, -3.2554e-02],\n",
       "                        [-5.6313e-02, -4.2047e-02,  1.5247e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.2377e-02, -4.0018e-02, -2.9523e-02],\n",
       "                        [-1.5294e-02, -1.4165e-02,  2.7086e-03],\n",
       "                        [ 1.1652e-02,  2.3886e-02,  2.4413e-02]],\n",
       "              \n",
       "                       [[ 2.0891e-03, -3.0475e-02, -3.3818e-02],\n",
       "                        [ 6.7829e-03,  3.8681e-04, -1.4540e-02],\n",
       "                        [-3.1306e-03,  6.7689e-03,  8.4524e-03]],\n",
       "              \n",
       "                       [[ 3.0586e-02,  4.6281e-02,  3.8359e-04],\n",
       "                        [ 5.3079e-02,  6.7488e-02,  3.0547e-02],\n",
       "                        [ 2.3374e-02,  4.3993e-02, -3.8713e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 1.3878e-02,  3.2724e-02,  4.6584e-02],\n",
       "                        [-8.0647e-03,  1.6209e-03,  1.5153e-02],\n",
       "                        [-7.0342e-02, -5.3299e-02, -4.5920e-02]],\n",
       "              \n",
       "                       [[ 4.6035e-02,  3.5400e-02,  3.4941e-02],\n",
       "                        [ 5.8351e-02,  5.4640e-02,  2.7162e-02],\n",
       "                        [ 2.6799e-02,  4.5056e-02,  6.6886e-03]],\n",
       "              \n",
       "                       [[-3.3766e-02, -3.8605e-02, -2.4172e-02],\n",
       "                        [-1.8285e-03,  1.0888e-02,  1.1425e-02],\n",
       "                        [ 2.2282e-02,  1.4024e-02,  3.6332e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.6330e-02, -6.9552e-02, -8.9737e-02],\n",
       "                        [ 3.9766e-02,  1.5501e-02, -2.2695e-02],\n",
       "                        [ 1.0290e-01,  1.2294e-01,  6.3867e-02]],\n",
       "              \n",
       "                       [[-4.2318e-03,  4.9511e-02, -7.6289e-03],\n",
       "                        [-2.7720e-02,  7.0398e-03, -9.4052e-03],\n",
       "                        [-6.7008e-02, -6.0542e-02, -2.5967e-02]],\n",
       "              \n",
       "                       [[-5.8560e-03, -1.7573e-02, -3.8016e-02],\n",
       "                        [ 2.8579e-03, -4.1603e-03,  1.0113e-02],\n",
       "                        [ 2.6243e-02,  3.5200e-02,  3.1143e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-4.4193e-02, -6.5322e-02, -1.7594e-02],\n",
       "                        [-9.3970e-02, -5.8291e-02,  1.2093e-02],\n",
       "                        [-2.2998e-02,  3.2463e-02,  7.1731e-02]],\n",
       "              \n",
       "                       [[-4.7220e-03, -3.0125e-03, -1.8075e-02],\n",
       "                        [ 1.2667e-02, -8.0509e-03, -1.4605e-02],\n",
       "                        [ 7.8220e-03, -1.0720e-02, -2.6515e-02]],\n",
       "              \n",
       "                       [[-2.5299e-02, -4.9383e-02, -1.2720e-02],\n",
       "                        [-5.2206e-02, -4.7233e-02, -4.2470e-03],\n",
       "                        [-4.8697e-02, -2.5320e-02,  8.6178e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.7617e-03,  7.8398e-03, -5.9525e-03],\n",
       "                        [ 4.0277e-03,  7.3575e-03, -1.1667e-02],\n",
       "                        [-3.9997e-02, -3.8038e-02, -5.0469e-02]],\n",
       "              \n",
       "                       [[-3.8949e-03, -6.8965e-03,  3.4102e-02],\n",
       "                        [-6.9814e-03, -4.9762e-02,  5.8711e-02],\n",
       "                        [ 1.8361e-02,  2.5874e-02,  8.0028e-02]],\n",
       "              \n",
       "                       [[-3.3014e-02, -2.1510e-02, -2.1509e-03],\n",
       "                        [-4.3894e-02, -3.2009e-02, -1.6265e-02],\n",
       "                        [-1.1037e-02,  2.8872e-04,  3.0937e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-4.9907e-02, -5.0222e-02, -5.0985e-02],\n",
       "                        [ 2.2644e-02, -1.4098e-02, -2.4426e-02],\n",
       "                        [ 1.9960e-02,  9.6426e-02,  1.0580e-01]],\n",
       "              \n",
       "                       [[-3.6873e-02,  2.1413e-03,  8.3469e-03],\n",
       "                        [-4.0796e-02, -3.3767e-02, -3.4955e-02],\n",
       "                        [ 3.9466e-02,  7.0508e-02,  8.6065e-02]],\n",
       "              \n",
       "                       [[ 1.4842e-02,  6.6914e-03,  1.4324e-02],\n",
       "                        [-3.2621e-02, -4.4027e-02, -2.2269e-02],\n",
       "                        [ 7.1982e-03, -1.9187e-02, -4.9348e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.9938e-03,  1.6018e-02,  1.1242e-02],\n",
       "                        [-4.7668e-03,  2.1921e-02,  2.2660e-02],\n",
       "                        [-2.6753e-02,  2.6917e-04, -5.6827e-03]],\n",
       "              \n",
       "                       [[-8.7725e-03,  1.0761e-02,  7.3603e-03],\n",
       "                        [-1.8010e-05, -1.7926e-02,  4.8229e-03],\n",
       "                        [ 4.2431e-02, -1.5764e-02,  2.3554e-02]],\n",
       "              \n",
       "                       [[-1.3830e-02, -3.0793e-03, -4.0854e-03],\n",
       "                        [ 3.3363e-02,  4.2952e-02,  3.5867e-02],\n",
       "                        [-3.9653e-02, -3.0855e-02, -4.3189e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-3.8617e-02, -3.1549e-03,  2.5739e-03],\n",
       "                        [-1.1592e-02,  9.8761e-03,  7.5235e-03],\n",
       "                        [-1.9339e-02, -9.8779e-03,  2.1755e-03]],\n",
       "              \n",
       "                       [[ 1.6889e-04,  1.8302e-03, -8.9537e-03],\n",
       "                        [ 5.8343e-03,  1.7360e-02, -1.9029e-02],\n",
       "                        [ 5.8642e-03, -7.4307e-04,  1.4667e-03]],\n",
       "              \n",
       "                       [[-1.6506e-02, -2.8401e-02,  1.3986e-02],\n",
       "                        [-2.2922e-02, -4.3484e-02,  1.0471e-02],\n",
       "                        [-2.5801e-03, -4.5258e-02,  7.9791e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.5260e-03, -7.6469e-03,  1.3597e-02],\n",
       "                        [ 5.5301e-04, -2.9176e-03,  2.2147e-02],\n",
       "                        [ 3.2763e-03, -1.0775e-05,  1.3163e-02]],\n",
       "              \n",
       "                       [[ 5.1756e-03,  1.8495e-02, -8.0268e-03],\n",
       "                        [-3.5030e-02,  2.6403e-02, -7.1220e-03],\n",
       "                        [-5.2325e-02, -1.1185e-02,  1.9146e-02]],\n",
       "              \n",
       "                       [[-6.8805e-02,  5.1618e-02,  1.9787e-02],\n",
       "                        [ 2.5533e-02, -6.1926e-02,  4.9924e-02],\n",
       "                        [ 1.0532e-01, -4.4136e-02,  4.9907e-02]]]], requires_grad=True)),\n",
       "             ('layer2.0.bn1.running_mean',\n",
       "              tensor([ 0.1502,  0.3009, -0.1475, -0.1210, -0.5701, -0.7525,  0.0232, -0.1191,\n",
       "                      -0.5203, -0.0344,  0.1527, -0.8009, -0.2133, -0.1956, -0.4503, -0.2632,\n",
       "                       0.0839, -1.3614,  0.3520,  0.0435, -0.5124, -0.4489,  0.3674, -0.7865,\n",
       "                      -0.0061, -0.5502, -0.2629, -0.0697, -0.3892,  0.8596, -0.0261,  0.0194,\n",
       "                      -1.4822,  0.2077,  0.0741, -0.5370,  0.6348,  0.0066, -0.6156, -0.6373,\n",
       "                      -0.2649,  0.3021, -0.6140, -0.8625, -1.1688, -0.2691, -0.7569, -0.7104,\n",
       "                      -0.5601, -0.3803, -0.6424, -0.5653, -0.3943, -0.8532, -0.8817, -0.5444,\n",
       "                      -0.2364, -0.2572, -0.0131, -1.1256,  0.2372, -0.2265, -0.1682, -0.7450,\n",
       "                      -0.8640,  0.2118,  0.1918,  0.5058,  0.0755, -0.6975, -0.7518,  0.5799,\n",
       "                      -0.2933, -0.0071, -0.6256, -0.2616, -0.6733, -1.1375,  0.1193, -0.4987,\n",
       "                      -0.6461, -0.0576,  0.0361,  0.0026, -1.1884,  0.2901, -0.7978, -0.2888,\n",
       "                       0.7106, -0.6718, -0.3914,  0.3720, -0.4927, -0.5238, -0.0162, -0.5074,\n",
       "                      -0.3267, -1.2319, -0.1927, -0.1273,  0.3230, -0.0156, -0.1317, -0.6099,\n",
       "                      -0.0179, -0.3003, -0.1247,  0.1452, -0.4937, -0.4852, -0.3357, -0.3261,\n",
       "                      -0.3776, -0.3691, -0.6458, -0.3323, -0.0424, -0.2551, -0.6557, -0.2917,\n",
       "                       0.5345, -0.4286,  0.1585, -0.3547, -0.1262, -1.0521, -0.2490, -0.2917])),\n",
       "             ('layer2.0.bn1.running_var',\n",
       "              tensor([0.5933, 0.5225, 0.9587, 1.2984, 0.6954, 0.5495, 0.7123, 0.7396, 0.4001,\n",
       "                      0.5929, 0.4880, 0.6532, 0.5901, 0.5786, 0.5031, 0.6984, 0.6699, 0.3613,\n",
       "                      0.6258, 0.5226, 0.6306, 0.6908, 0.4390, 0.7955, 0.8504, 0.8891, 0.4963,\n",
       "                      0.7665, 0.9027, 0.6111, 0.4632, 0.4609, 0.8053, 0.4621, 0.5438, 0.6401,\n",
       "                      0.6203, 0.6133, 0.6070, 0.6558, 0.5315, 0.2684, 0.1446, 0.5651, 0.7784,\n",
       "                      0.6977, 0.4379, 0.6246, 0.7749, 0.7301, 0.5099, 0.6298, 0.5608, 0.7794,\n",
       "                      0.6851, 0.6257, 1.0322, 0.7427, 0.9320, 0.3659, 0.7492, 0.5316, 0.6421,\n",
       "                      1.2247, 0.6555, 0.7807, 0.7130, 0.5728, 0.4848, 0.6181, 0.6428, 0.5033,\n",
       "                      0.6044, 0.6865, 0.6463, 0.6181, 0.5878, 0.6709, 0.8211, 0.5813, 0.6612,\n",
       "                      0.6009, 0.6994, 0.5487, 0.3528, 0.4863, 0.7886, 0.6114, 0.3858, 0.6698,\n",
       "                      0.4507, 0.7751, 0.5016, 0.5925, 1.1193, 0.7031, 0.5847, 0.4395, 0.6343,\n",
       "                      0.5480, 0.6623, 0.7094, 0.5908, 0.8719, 1.1220, 0.7039, 0.6290, 0.4964,\n",
       "                      0.7137, 0.6734, 0.4282, 0.7129, 0.5942, 0.7962, 0.6300, 0.9883, 0.6343,\n",
       "                      0.7726, 0.6982, 0.6926, 0.6692, 0.7207, 0.4516, 0.6805, 0.5262, 0.4744,\n",
       "                      0.7139, 0.6144])),\n",
       "             ('layer2.0.bn1.weight', Parameter containing:\n",
       "              tensor([0.3248, 0.3613, 0.2960, 0.2913, 0.3407, 0.3435, 0.3049, 0.3308, 0.3447,\n",
       "                      0.3860, 0.3196, 0.2622, 0.2994, 0.2189, 0.2397, 0.3744, 0.3555, 0.1948,\n",
       "                      0.3349, 0.2159, 0.3349, 0.3454, 0.3094, 0.3769, 0.3546, 0.3267, 0.3178,\n",
       "                      0.3272, 0.3832, 0.2585, 0.2973, 0.3481, 0.2827, 0.2995, 0.3451, 0.3471,\n",
       "                      0.3440, 0.3344, 0.3211, 0.3180, 0.2940, 0.3353, 0.3253, 0.3733, 0.3198,\n",
       "                      0.2987, 0.1620, 0.3262, 0.3271, 0.3410, 0.3693, 0.3320, 0.3357, 0.2951,\n",
       "                      0.3115, 0.3185, 0.3139, 0.2633, 0.3089, 0.3601, 0.2734, 0.3433, 0.3335,\n",
       "                      0.3288, 0.2706, 0.2879, 0.3318, 0.3310, 0.3170, 0.2977, 0.3300, 0.3216,\n",
       "                      0.3205, 0.3231, 0.3481, 0.3130, 0.2826, 0.2856, 0.3279, 0.3666, 0.3288,\n",
       "                      0.3575, 0.3377, 0.2904, 0.3273, 0.3214, 0.3332, 0.3452, 0.1842, 0.3916,\n",
       "                      0.3337, 0.2325, 0.3285, 0.3358, 0.2885, 0.3149, 0.3288, 0.2236, 0.3159,\n",
       "                      0.2993, 0.3403, 0.3220, 0.3171, 0.2950, 0.2847, 0.3224, 0.3119, 0.2613,\n",
       "                      0.3374, 0.3333, 0.3330, 0.2959, 0.4087, 0.2192, 0.2982, 0.4006, 0.3081,\n",
       "                      0.3171, 0.2862, 0.2952, 0.3070, 0.3583, 0.3232, 0.3345, 0.3453, 0.3043,\n",
       "                      0.3327, 0.3337], requires_grad=True)),\n",
       "             ('layer2.0.bn1.bias', Parameter containing:\n",
       "              tensor([-0.0589, -0.1686, -0.0206,  0.0027, -0.0955, -0.1048,  0.0349, -0.0885,\n",
       "                      -0.2053, -0.1764, -0.1224, -0.0364, -0.0785,  0.2088, -0.0403, -0.1820,\n",
       "                      -0.1076,  0.2989, -0.0570,  0.2064, -0.0921, -0.1376, -0.1304, -0.1193,\n",
       "                      -0.1006, -0.0380, -0.1108, -0.0477, -0.1087,  0.1581, -0.1123, -0.1584,\n",
       "                       0.0976, -0.0430, -0.1349, -0.1189, -0.0986, -0.0479, -0.0837, -0.0720,\n",
       "                      -0.0836, -0.2442, -0.3376, -0.2124, -0.0693, -0.0651,  0.4979, -0.0811,\n",
       "                      -0.1021, -0.0788, -0.1802, -0.1011, -0.1090, -0.0617, -0.0856, -0.0495,\n",
       "                      -0.0370,  0.0023, -0.0508, -0.2430,  0.0009, -0.1525, -0.0963, -0.0516,\n",
       "                      -0.0473,  0.0884, -0.1028, -0.0907, -0.1086, -0.0379, -0.1030, -0.1609,\n",
       "                      -0.0903, -0.0898, -0.1282, -0.0830, -0.0186, -0.0232, -0.0045, -0.2131,\n",
       "                      -0.1431, -0.1391, -0.1303, -0.0568, -0.1862, -0.1209, -0.0340, -0.1181,\n",
       "                       0.2298, -0.2085, -0.1335,  0.1418, -0.0891, -0.1273,  0.0107, -0.1029,\n",
       "                      -0.1025,  0.1562, -0.0937, -0.0657, -0.1245, -0.0451, -0.0707, -0.0447,\n",
       "                       0.0715, -0.0484, -0.0312, -0.0437, -0.0927, -0.1465, -0.1151, -0.0183,\n",
       "                      -0.1927,  0.2491,  0.0300, -0.1310, -0.0468, -0.0851, -0.0421, -0.0413,\n",
       "                      -0.0457, -0.1433, -0.0981, -0.1046, -0.1315, -0.1249, -0.0982, -0.0961],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.0.conv2.weight', Parameter containing:\n",
       "              tensor([[[[-0.0074, -0.0098,  0.0028],\n",
       "                        [-0.0108,  0.0258,  0.0455],\n",
       "                        [-0.0272,  0.0053,  0.0132]],\n",
       "              \n",
       "                       [[ 0.0354,  0.0251,  0.0078],\n",
       "                        [ 0.0040,  0.0199,  0.0274],\n",
       "                        [ 0.0353,  0.0355,  0.0133]],\n",
       "              \n",
       "                       [[ 0.0193, -0.0213, -0.0362],\n",
       "                        [-0.0196, -0.0189, -0.0595],\n",
       "                        [-0.0218, -0.0077,  0.0039]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0068,  0.0108, -0.0037],\n",
       "                        [ 0.0135,  0.0114, -0.0013],\n",
       "                        [ 0.0081,  0.0002,  0.0006]],\n",
       "              \n",
       "                       [[ 0.0077,  0.0077,  0.0044],\n",
       "                        [-0.0102, -0.0117, -0.0096],\n",
       "                        [-0.0039,  0.0181,  0.0133]],\n",
       "              \n",
       "                       [[ 0.0124, -0.0269, -0.0120],\n",
       "                        [ 0.0268,  0.0264, -0.0215],\n",
       "                        [ 0.0129,  0.0028, -0.0054]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0128,  0.0185, -0.0027],\n",
       "                        [-0.0168, -0.0123,  0.0355],\n",
       "                        [-0.0009,  0.0245,  0.0182]],\n",
       "              \n",
       "                       [[-0.0067, -0.0207, -0.0144],\n",
       "                        [-0.0073,  0.0426,  0.0074],\n",
       "                        [ 0.0276,  0.0160,  0.0159]],\n",
       "              \n",
       "                       [[-0.0229, -0.0206,  0.0236],\n",
       "                        [-0.0275, -0.0561, -0.0699],\n",
       "                        [ 0.0205,  0.0513,  0.0220]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0272, -0.0390, -0.0395],\n",
       "                        [-0.0621, -0.0749, -0.0956],\n",
       "                        [-0.0605, -0.0777, -0.0746]],\n",
       "              \n",
       "                       [[ 0.0287,  0.0293,  0.0287],\n",
       "                        [ 0.0079,  0.0471,  0.0146],\n",
       "                        [-0.0018,  0.0220,  0.0074]],\n",
       "              \n",
       "                       [[ 0.0016, -0.0168, -0.0046],\n",
       "                        [-0.0081, -0.0255, -0.0524],\n",
       "                        [-0.0093, -0.0010, -0.0378]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0047,  0.0061, -0.0071],\n",
       "                        [ 0.0236, -0.0931, -0.0793],\n",
       "                        [-0.0079, -0.0505, -0.0105]],\n",
       "              \n",
       "                       [[ 0.0148,  0.0162, -0.0515],\n",
       "                        [ 0.0086,  0.0081, -0.0429],\n",
       "                        [ 0.0908,  0.0654,  0.0435]],\n",
       "              \n",
       "                       [[-0.0138, -0.0064,  0.0085],\n",
       "                        [ 0.0138, -0.0124,  0.0054],\n",
       "                        [ 0.0202, -0.0035,  0.0080]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0009,  0.0185, -0.0306],\n",
       "                        [-0.0170,  0.0057, -0.0491],\n",
       "                        [-0.0328, -0.0374, -0.0459]],\n",
       "              \n",
       "                       [[-0.0046,  0.0069, -0.0011],\n",
       "                        [-0.0079, -0.0499,  0.0421],\n",
       "                        [-0.0752, -0.0048, -0.0058]],\n",
       "              \n",
       "                       [[ 0.0115, -0.0146,  0.0379],\n",
       "                        [ 0.0141,  0.0486,  0.0232],\n",
       "                        [ 0.0215, -0.0101,  0.0338]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0264,  0.0040,  0.0075],\n",
       "                        [ 0.0636, -0.0320, -0.0018],\n",
       "                        [ 0.0262,  0.0076,  0.0495]],\n",
       "              \n",
       "                       [[-0.0287, -0.0227, -0.0513],\n",
       "                        [-0.0260, -0.0487, -0.0140],\n",
       "                        [-0.0173, -0.0416, -0.0117]],\n",
       "              \n",
       "                       [[-0.0350,  0.0356,  0.0347],\n",
       "                        [ 0.0183,  0.0436, -0.0263],\n",
       "                        [ 0.0178,  0.0356,  0.0113]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0097, -0.0173, -0.0002],\n",
       "                        [-0.0199,  0.0820,  0.0129],\n",
       "                        [-0.0238, -0.0048,  0.0486]],\n",
       "              \n",
       "                       [[-0.0244, -0.0258, -0.0353],\n",
       "                        [-0.0296, -0.0966, -0.0535],\n",
       "                        [-0.0150,  0.0059, -0.0197]],\n",
       "              \n",
       "                       [[ 0.0068, -0.0368, -0.0255],\n",
       "                        [-0.0116, -0.0236, -0.0078],\n",
       "                        [ 0.0086,  0.0079, -0.0189]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0329,  0.0297,  0.0111],\n",
       "                        [ 0.0390, -0.0090,  0.0226],\n",
       "                        [ 0.0078, -0.0280, -0.0230]],\n",
       "              \n",
       "                       [[ 0.0137,  0.0229, -0.0190],\n",
       "                        [ 0.0027,  0.0112,  0.0074],\n",
       "                        [ 0.0211,  0.0436,  0.0108]],\n",
       "              \n",
       "                       [[-0.0237,  0.0221,  0.0004],\n",
       "                        [-0.0309,  0.0609,  0.0167],\n",
       "                        [-0.0885, -0.0834, -0.0342]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0073, -0.0197,  0.0018],\n",
       "                        [ 0.0073, -0.0343, -0.0243],\n",
       "                        [-0.0115, -0.0605, -0.0551]],\n",
       "              \n",
       "                       [[ 0.0030,  0.0026,  0.0171],\n",
       "                        [-0.0134, -0.0086,  0.0090],\n",
       "                        [ 0.0195,  0.0094,  0.0045]],\n",
       "              \n",
       "                       [[ 0.0014,  0.0008,  0.0119],\n",
       "                        [-0.0024, -0.0107,  0.0126],\n",
       "                        [-0.0051, -0.0058, -0.0146]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0074,  0.0118, -0.0427],\n",
       "                        [ 0.0016, -0.0457, -0.1398],\n",
       "                        [-0.0065, -0.0021, -0.0484]],\n",
       "              \n",
       "                       [[ 0.0075,  0.0527,  0.0388],\n",
       "                        [-0.0125,  0.0847,  0.0062],\n",
       "                        [ 0.0013, -0.0197, -0.0822]],\n",
       "              \n",
       "                       [[-0.0249,  0.0166,  0.0169],\n",
       "                        [ 0.0087,  0.0214,  0.0117],\n",
       "                        [-0.0009,  0.0306,  0.0136]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0078,  0.0220, -0.0175],\n",
       "                        [-0.0076, -0.0211, -0.0037],\n",
       "                        [ 0.0126, -0.0207, -0.0054]],\n",
       "              \n",
       "                       [[ 0.0302, -0.0082, -0.0649],\n",
       "                        [-0.0238, -0.0954, -0.0530],\n",
       "                        [-0.0168, -0.0111,  0.0010]],\n",
       "              \n",
       "                       [[-0.0245, -0.0847,  0.0251],\n",
       "                        [ 0.0106,  0.0387,  0.1400],\n",
       "                        [ 0.0155, -0.0095,  0.0041]]]], requires_grad=True)),\n",
       "             ('layer2.0.bn2.running_mean',\n",
       "              tensor([-0.4532, -0.1524, -0.3771, -0.0713, -0.2878, -0.1534, -0.5443, -0.1878,\n",
       "                      -0.2956, -0.0365, -0.0336, -0.1475,  0.0068, -0.1377, -0.1417, -0.3703,\n",
       "                      -0.4644, -0.1248,  0.4767,  0.0385, -0.3257, -0.1539, -0.3181, -0.1037,\n",
       "                       0.0639, -0.2066, -0.1608,  0.0557,  0.1252, -0.3812, -0.2301, -0.1256,\n",
       "                      -0.2842, -0.0949, -0.3629, -0.1013,  0.3173, -0.1264, -0.1660, -0.1444,\n",
       "                      -0.9475, -1.0992, -0.0125, -0.0690,  0.1497, -0.3284,  0.0886, -0.3466,\n",
       "                      -0.2630, -0.1583, -0.3092, -0.0368, -0.0169, -0.3435, -0.3742, -0.2488,\n",
       "                      -0.1078, -0.3069, -0.1010,  0.1655, -0.4201, -0.2702, -0.1342, -0.0495,\n",
       "                      -0.4643, -0.2271, -0.4530, -0.0365, -0.4531, -0.0485,  0.0403, -0.0798,\n",
       "                      -0.0885, -0.1399, -0.5255,  0.0254, -0.1210, -0.2685, -0.1447, -0.1114,\n",
       "                      -0.5782, -0.3445, -0.0098, -0.8503, -0.0380, -0.2450, -0.0705, -0.1167,\n",
       "                      -0.1946, -0.3769, -0.5091,  0.2355, -0.1791, -0.2465, -0.2035, -0.3560,\n",
       "                       0.0100, -0.2061, -0.0407, -0.6231, -0.0431, -0.2874, -0.3627, -0.1486,\n",
       "                      -0.0271, -0.3714,  0.1313, -0.1827, -0.2294, -0.0660, -0.0431, -0.9597,\n",
       "                       0.0849, -0.0855, -0.3286, -0.9559, -0.1640, -0.0745,  0.1040, -0.3808,\n",
       "                      -0.4664,  0.0823, -0.2148, -0.3367, -0.0775, -0.1677, -0.0668, -0.1016])),\n",
       "             ('layer2.0.bn2.running_var',\n",
       "              tensor([0.0481, 0.0571, 0.0619, 0.0319, 0.0896, 0.0538, 0.0606, 0.1026, 0.0445,\n",
       "                      0.1045, 0.0477, 0.0751, 0.0312, 0.0500, 0.0453, 0.0511, 0.0846, 0.0792,\n",
       "                      0.1995, 0.0590, 0.0555, 0.0877, 0.0545, 0.0825, 0.0511, 0.1046, 0.0602,\n",
       "                      0.0467, 0.0575, 0.0667, 0.0973, 0.0930, 0.0601, 0.0702, 0.0693, 0.0347,\n",
       "                      0.1059, 0.0404, 0.0449, 0.2404, 0.1996, 0.1850, 0.0337, 0.0491, 0.0327,\n",
       "                      0.0976, 0.0398, 0.0999, 0.0879, 0.0753, 0.0368, 0.0639, 0.1159, 0.0487,\n",
       "                      0.1282, 0.0614, 0.0541, 0.0333, 0.0908, 0.0726, 0.0490, 0.0751, 0.0646,\n",
       "                      0.0694, 0.1447, 0.1111, 0.1868, 0.0648, 0.0639, 0.0538, 0.0637, 0.0589,\n",
       "                      0.0643, 0.1066, 0.1363, 0.0845, 0.0670, 0.1007, 0.0361, 0.0741, 0.0437,\n",
       "                      0.0776, 0.0721, 0.0685, 0.0612, 0.0608, 0.0688, 0.1067, 0.0610, 0.0797,\n",
       "                      0.0385, 0.0575, 0.0512, 0.0672, 0.0229, 0.0898, 0.0729, 0.0448, 0.0379,\n",
       "                      0.2440, 0.0769, 0.0878, 0.0522, 0.0541, 0.0225, 0.0741, 0.1303, 0.0576,\n",
       "                      0.0836, 0.0499, 0.0524, 0.1636, 0.0871, 0.0577, 0.0498, 0.1113, 0.0679,\n",
       "                      0.0683, 0.0465, 0.0505, 0.1792, 0.0842, 0.0414, 0.0971, 0.0470, 0.0575,\n",
       "                      0.0490, 0.0455])),\n",
       "             ('layer2.0.bn2.weight', Parameter containing:\n",
       "              tensor([0.1454, 0.3270, 0.3113, 0.2538, 0.4086, 0.3937, 0.4400, 0.3108, 0.3406,\n",
       "                      0.2168, 0.2170, 0.3857, 0.1971, 0.2692, 0.1663, 0.2454, 0.3232, 0.3686,\n",
       "                      0.3893, 0.3264, 0.3875, 0.4707, 0.1958, 0.4717, 0.1673, 0.3938, 0.3044,\n",
       "                      0.1929, 0.2175, 0.2119, 0.4230, 0.3683, 0.2455, 0.2229, 0.3370, 0.3229,\n",
       "                      0.2688, 0.3557, 0.2581, 0.4031, 0.4492, 0.3642, 0.2599, 0.1881, 0.1359,\n",
       "                      0.2958, 0.1913, 0.3065, 0.3981, 0.4102, 0.1874, 0.4516, 0.3340, 0.1628,\n",
       "                      0.3599, 0.1624, 0.2886, 0.1358, 0.4491, 0.2694, 0.4823, 0.3393, 0.4764,\n",
       "                      0.3155, 0.6005, 0.4654, 0.5264, 0.2991, 0.2992, 0.4621, 0.2614, 0.4247,\n",
       "                      0.4662, 0.4249, 0.3345, 0.2655, 0.4048, 0.3605, 0.1782, 0.3833, 0.2823,\n",
       "                      0.3843, 0.3307, 0.2151, 0.3317, 0.1458, 0.2771, 0.4917, 0.3199, 0.4222,\n",
       "                      0.1559, 0.4884, 0.3267, 0.3440, 0.1608, 0.4855, 0.2677, 0.1616, 0.3221,\n",
       "                      0.4243, 0.3661, 0.1893, 0.3400, 0.3648, 0.1779, 0.3544, 0.2852, 0.2437,\n",
       "                      0.4472, 0.3011, 0.3997, 0.6173, 0.2794, 0.4867, 0.1502, 0.6021, 0.3604,\n",
       "                      0.4696, 0.3711, 0.2388, 0.5347, 0.1509, 0.3213, 0.4394, 0.3229, 0.4329,\n",
       "                      0.1489, 0.3702], requires_grad=True)),\n",
       "             ('layer2.0.bn2.bias', Parameter containing:\n",
       "              tensor([ 0.0246,  0.0593,  0.1347, -0.1089, -0.0470, -0.1359, -0.0550,  0.0509,\n",
       "                      -0.0613,  0.0916,  0.0031, -0.0274, -0.0539,  0.0177,  0.0432,  0.0074,\n",
       "                       0.0548, -0.0321, -0.0224,  0.0142, -0.2150, -0.1160,  0.0486, -0.1141,\n",
       "                       0.1066,  0.0355,  0.0140,  0.0177,  0.0781,  0.1331,  0.0139,  0.0447,\n",
       "                       0.1063,  0.0528, -0.0539, -0.1160,  0.1055, -0.1591,  0.0100,  0.1197,\n",
       "                       0.0170,  0.0929, -0.0675,  0.0987,  0.1034,  0.0501,  0.0297,  0.0281,\n",
       "                      -0.0075, -0.0577, -0.0144, -0.1640,  0.1255,  0.0817,  0.0635,  0.0936,\n",
       "                       0.0213,  0.0486, -0.1174,  0.0237, -0.2177,  0.0099, -0.1883,  0.0467,\n",
       "                      -0.0829,  0.0585, -0.0306,  0.0509,  0.0541, -0.1671,  0.0115, -0.0302,\n",
       "                      -0.1393,  0.0115,  0.0428,  0.1189, -0.1289,  0.0479,  0.0474, -0.0625,\n",
       "                       0.0009, -0.0144,  0.0909,  0.1342, -0.0338,  0.0560,  0.0848, -0.0467,\n",
       "                       0.0228, -0.0097,  0.1360, -0.2625,  0.0088, -0.0553,  0.0383, -0.0720,\n",
       "                       0.0907,  0.1612, -0.1076,  0.1011, -0.0519,  0.0838, -0.0704, -0.0806,\n",
       "                      -0.0243,  0.0533,  0.1277,  0.1403, -0.0593, -0.0639, -0.0766, -0.1163,\n",
       "                       0.0661, -0.1644,  0.0422, -0.2786, -0.1006, -0.0696, -0.0761,  0.0371,\n",
       "                      -0.0247,  0.0916, -0.0200, -0.0176,  0.0298, -0.0373,  0.0466, -0.1371],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.0.downsample.0.weight', Parameter containing:\n",
       "              tensor([[[[ 0.0159]],\n",
       "              \n",
       "                       [[-0.3109]],\n",
       "              \n",
       "                       [[ 0.0126]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.1672]],\n",
       "              \n",
       "                       [[ 0.0127]],\n",
       "              \n",
       "                       [[ 0.0132]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0036]],\n",
       "              \n",
       "                       [[-0.0011]],\n",
       "              \n",
       "                       [[-0.0083]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0234]],\n",
       "              \n",
       "                       [[-0.0756]],\n",
       "              \n",
       "                       [[-0.0126]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0419]],\n",
       "              \n",
       "                       [[ 0.0079]],\n",
       "              \n",
       "                       [[-0.1662]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0319]],\n",
       "              \n",
       "                       [[-0.0188]],\n",
       "              \n",
       "                       [[ 0.0645]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-0.0287]],\n",
       "              \n",
       "                       [[ 0.0470]],\n",
       "              \n",
       "                       [[-0.0523]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0474]],\n",
       "              \n",
       "                       [[ 0.0586]],\n",
       "              \n",
       "                       [[ 0.0588]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0078]],\n",
       "              \n",
       "                       [[-0.0203]],\n",
       "              \n",
       "                       [[ 0.0564]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.7802]],\n",
       "              \n",
       "                       [[-0.0023]],\n",
       "              \n",
       "                       [[-0.0259]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0283]],\n",
       "              \n",
       "                       [[-0.0132]],\n",
       "              \n",
       "                       [[-0.0514]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0236]],\n",
       "              \n",
       "                       [[-0.0677]],\n",
       "              \n",
       "                       [[ 0.0268]]]], requires_grad=True)),\n",
       "             ('layer2.0.downsample.1.running_mean',\n",
       "              tensor([-0.2113,  0.1359,  0.0039,  0.0886, -0.0546, -0.2716,  0.2521, -0.2035,\n",
       "                       0.0303, -0.1464, -0.2640, -0.4436, -0.3815, -0.1463,  0.0573, -0.2120,\n",
       "                      -0.0665,  0.2438,  0.0832,  0.0040, -0.2136, -0.1755, -0.7201, -0.2233,\n",
       "                       0.1047,  0.1467, -0.3165, -0.2010,  0.2569, -0.8141, -0.0867, -0.0875,\n",
       "                      -0.9794, -0.2197, -0.0568, -0.3848,  0.2579,  0.1735, -0.0528,  0.3276,\n",
       "                      -0.4380,  0.1895, -0.1316, -0.3101, -0.2862, -0.0167, -0.2216, -0.1930,\n",
       "                       0.0454, -0.3049,  0.1863, -0.5461,  0.0461,  0.1899, -0.0353, -0.2415,\n",
       "                       0.0813,  0.4788,  0.0519,  0.0438,  0.1379, -0.4036, -0.1231,  0.0551,\n",
       "                      -0.0663,  0.1699, -0.3095, -0.1080, -0.1431,  0.2339, -0.2893,  0.3513,\n",
       "                       0.1893, -0.0789, -0.5882, -0.1365, -0.2919,  0.2869,  0.3085, -0.1096,\n",
       "                       0.3905, -0.2630, -0.2150, -0.1966, -0.2579, -0.0904,  0.0506, -0.0275,\n",
       "                       0.4067,  0.0970, -0.3976,  0.2176,  0.2585,  0.1078, -0.2607, -0.1126,\n",
       "                      -0.2001, -0.4400, -0.1181,  0.2168, -0.1290, -0.1434,  0.2498, -0.2811,\n",
       "                      -0.2768, -0.5209,  0.1785,  0.1161, -0.1806, -0.1448, -0.0704, -0.3591,\n",
       "                      -0.4581, -0.1117, -0.1916,  0.7261, -0.2382,  0.0126,  0.0749, -0.0097,\n",
       "                       0.0480,  0.9940,  0.0634,  0.0629, -0.7954, -0.1612,  1.3040, -0.2879])),\n",
       "             ('layer2.0.downsample.1.running_var',\n",
       "              tensor([0.1951, 0.0151, 0.0247, 0.0691, 0.0665, 0.0386, 0.0292, 0.1873, 0.0476,\n",
       "                      0.0859, 0.1065, 0.0916, 0.1233, 0.0595, 0.1220, 0.0878, 0.0620, 0.0835,\n",
       "                      0.1198, 0.0264, 0.1417, 0.0151, 0.0808, 0.0223, 0.1227, 0.0093, 0.1094,\n",
       "                      0.1057, 0.1190, 0.1483, 0.0764, 0.0185, 0.0642, 0.2118, 0.1243, 0.0555,\n",
       "                      0.0427, 0.0556, 0.1126, 0.0959, 0.0943, 0.1135, 0.0661, 0.0704, 0.1229,\n",
       "                      0.1406, 0.0859, 0.0672, 0.0138, 0.1057, 0.1114, 0.0589, 0.0269, 0.0969,\n",
       "                      0.0489, 0.1290, 0.0768, 0.0935, 0.0215, 0.1296, 0.0122, 0.0591, 0.0583,\n",
       "                      0.0216, 0.0135, 0.0106, 0.0342, 0.0199, 0.0566, 0.0168, 0.0640, 0.0537,\n",
       "                      0.0322, 0.0318, 0.0584, 0.0361, 0.0155, 0.0159, 0.0949, 0.0965, 0.0927,\n",
       "                      0.0331, 0.0240, 0.1121, 0.0693, 0.2177, 0.0251, 0.0650, 0.0345, 0.0357,\n",
       "                      0.1534, 0.0568, 0.0370, 0.0442, 0.0752, 0.0413, 0.0251, 0.0582, 0.0370,\n",
       "                      0.1190, 0.0993, 0.2644, 0.0537, 0.0495, 0.1122, 0.0638, 0.0302, 0.0376,\n",
       "                      0.0187, 0.0634, 0.0307, 0.0378, 0.1793, 0.0240, 0.2015, 0.0337, 0.1444,\n",
       "                      0.0368, 0.0165, 0.0710, 0.0133, 0.2638, 0.0288, 0.0057, 0.0462, 0.0291,\n",
       "                      0.1198, 0.0450])),\n",
       "             ('layer2.0.downsample.1.weight', Parameter containing:\n",
       "              tensor([ 0.3334,  0.0581,  0.0715,  0.3442,  0.1756,  0.1509,  0.1568,  0.3100,\n",
       "                       0.1927,  0.1516,  0.3044,  0.2238,  0.3706,  0.1739,  0.3051,  0.2610,\n",
       "                       0.1575,  0.2015,  0.2933,  0.1010,  0.5871,  0.0676,  0.2499,  0.0929,\n",
       "                       0.2443,  0.0495,  0.2449,  0.2750,  0.3071,  0.3025,  0.1818,  0.0688,\n",
       "                       0.2223,  0.3766,  0.4661,  0.3284,  0.1035,  0.3400,  0.2325,  0.1514,\n",
       "                       0.1753,  0.2269,  0.2606,  0.1831,  0.2894,  0.2590,  0.2208,  0.1399,\n",
       "                       0.0643,  0.2833,  0.3451,  0.2017,  0.0696,  0.2722,  0.1127,  0.2917,\n",
       "                       0.2358,  0.2703,  0.0911,  0.2591,  0.1302,  0.2261,  0.1967,  0.0539,\n",
       "                       0.0697,  0.0524,  0.1050,  0.0861,  0.1173,  0.0957,  0.1862,  0.1642,\n",
       "                       0.1336,  0.1065,  0.1312,  0.0888,  0.0793,  0.0475,  0.3049,  0.2325,\n",
       "                       0.2908,  0.1292,  0.0778,  0.2263,  0.2379,  0.3405,  0.0914,  0.1936,\n",
       "                       0.1223,  0.1400,  0.2953,  0.2360,  0.1681,  0.1338,  0.2666,  0.1495,\n",
       "                       0.0761,  0.1674,  0.1784,  0.1720,  0.2318,  0.3753,  0.2103,  0.1922,\n",
       "                       0.4002,  0.1718,  0.0593,  0.0742,  0.0686,  0.1931,  0.1386,  0.1111,\n",
       "                       0.3055,  0.1205,  0.3443,  0.1633,  0.3673,  0.1534,  0.0742,  0.2088,\n",
       "                       0.0394,  0.2594,  0.1385, -0.0051,  0.1905,  0.1275,  0.3071,  0.1682],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.0.downsample.1.bias', Parameter containing:\n",
       "              tensor([ 0.0246,  0.0593,  0.1347, -0.1089, -0.0470, -0.1359, -0.0550,  0.0509,\n",
       "                      -0.0613,  0.0916,  0.0031, -0.0274, -0.0539,  0.0177,  0.0432,  0.0074,\n",
       "                       0.0548, -0.0321, -0.0224,  0.0142, -0.2150, -0.1160,  0.0486, -0.1141,\n",
       "                       0.1066,  0.0355,  0.0140,  0.0177,  0.0781,  0.1331,  0.0139,  0.0447,\n",
       "                       0.1063,  0.0528, -0.0539, -0.1160,  0.1055, -0.1591,  0.0100,  0.1197,\n",
       "                       0.0170,  0.0929, -0.0675,  0.0987,  0.1034,  0.0501,  0.0297,  0.0281,\n",
       "                      -0.0075, -0.0577, -0.0144, -0.1640,  0.1255,  0.0817,  0.0635,  0.0936,\n",
       "                       0.0213,  0.0486, -0.1174,  0.0237, -0.2177,  0.0099, -0.1883,  0.0467,\n",
       "                      -0.0829,  0.0585, -0.0306,  0.0509,  0.0541, -0.1671,  0.0115, -0.0302,\n",
       "                      -0.1393,  0.0115,  0.0428,  0.1189, -0.1289,  0.0479,  0.0474, -0.0625,\n",
       "                       0.0009, -0.0144,  0.0909,  0.1342, -0.0338,  0.0560,  0.0848, -0.0467,\n",
       "                       0.0228, -0.0097,  0.1360, -0.2625,  0.0088, -0.0553,  0.0383, -0.0720,\n",
       "                       0.0907,  0.1612, -0.1076,  0.1011, -0.0519,  0.0838, -0.0704, -0.0806,\n",
       "                      -0.0243,  0.0533,  0.1277,  0.1403, -0.0593, -0.0639, -0.0766, -0.1163,\n",
       "                       0.0661, -0.1644,  0.0422, -0.2786, -0.1006, -0.0696, -0.0761,  0.0371,\n",
       "                      -0.0247,  0.0916, -0.0200, -0.0176,  0.0298, -0.0373,  0.0466, -0.1371],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.1.conv1.weight', Parameter containing:\n",
       "              tensor([[[[-9.9023e-04, -7.7429e-03, -7.9740e-03],\n",
       "                        [ 2.4844e-02,  1.8642e-03,  5.8352e-03],\n",
       "                        [ 9.5089e-03, -1.6476e-02,  3.9157e-03]],\n",
       "              \n",
       "                       [[-2.1488e-02, -1.2330e-03, -1.4281e-02],\n",
       "                        [-1.7044e-02,  9.5922e-03,  7.0445e-03],\n",
       "                        [ 1.0790e-02, -7.2350e-03, -1.1357e-02]],\n",
       "              \n",
       "                       [[-1.1126e-03,  3.0388e-02,  2.2247e-02],\n",
       "                        [-6.1184e-02, -2.3797e-02,  2.3747e-03],\n",
       "                        [ 4.0678e-02, -1.0356e-01, -6.0011e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-8.5833e-03,  1.1438e-02,  2.0800e-02],\n",
       "                        [-1.6565e-02, -3.9587e-02,  1.2594e-02],\n",
       "                        [-1.4314e-03, -5.4257e-03,  3.6794e-02]],\n",
       "              \n",
       "                       [[-1.3687e-02, -2.9514e-02, -1.4745e-02],\n",
       "                        [ 2.8299e-02,  2.2096e-02,  3.4839e-03],\n",
       "                        [-4.3521e-03, -2.6706e-03,  1.2258e-04]],\n",
       "              \n",
       "                       [[ 7.6403e-03,  2.0666e-02,  3.7429e-02],\n",
       "                        [ 6.9478e-03,  4.3983e-02,  1.7538e-02],\n",
       "                        [-9.7797e-03, -2.4789e-02, -1.1349e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 8.4439e-02,  8.4827e-02, -5.1478e-02],\n",
       "                        [ 3.5253e-02, -1.1375e-03, -1.0331e-01],\n",
       "                        [-6.4078e-02, -1.2660e-01, -1.2952e-01]],\n",
       "              \n",
       "                       [[ 1.0628e-03, -1.4083e-02,  4.7109e-03],\n",
       "                        [-2.1059e-02, -2.8778e-02,  9.9708e-03],\n",
       "                        [ 1.4074e-02,  1.8691e-02,  5.8192e-02]],\n",
       "              \n",
       "                       [[ 2.2139e-02,  8.9027e-03,  1.4790e-02],\n",
       "                        [-1.7497e-02, -5.3924e-03,  2.7834e-02],\n",
       "                        [-1.3855e-02, -1.3346e-02,  1.7668e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.8032e-02, -2.3097e-02, -7.1775e-03],\n",
       "                        [-3.5089e-02,  1.0861e-02,  1.3640e-02],\n",
       "                        [ 6.3449e-04,  9.7476e-03,  7.3670e-03]],\n",
       "              \n",
       "                       [[-4.4184e-02, -1.6190e-02,  1.2243e-02],\n",
       "                        [-4.0349e-02, -1.7894e-02,  2.8911e-02],\n",
       "                        [-6.5176e-03, -1.0490e-02,  9.1658e-03]],\n",
       "              \n",
       "                       [[ 4.3621e-03,  1.3119e-02,  1.8442e-03],\n",
       "                        [ 1.1555e-02, -1.3031e-02, -9.5657e-03],\n",
       "                        [-2.3314e-02,  1.1609e-03,  2.6771e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.1180e-02, -6.2213e-03,  1.7609e-03],\n",
       "                        [-4.7424e-03,  1.1101e-02,  1.1296e-02],\n",
       "                        [-1.4529e-02,  2.9843e-02,  2.4383e-03]],\n",
       "              \n",
       "                       [[ 6.9183e-03,  9.2937e-03,  3.0078e-02],\n",
       "                        [-4.2612e-03,  4.9560e-03, -4.7338e-03],\n",
       "                        [ 3.1360e-02,  1.9035e-03, -4.7242e-03]],\n",
       "              \n",
       "                       [[-3.6726e-02,  5.7285e-03,  1.3919e-01],\n",
       "                        [-4.2992e-02,  9.4023e-04,  7.7141e-02],\n",
       "                        [-5.0050e-02, -4.9479e-03,  2.4693e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.7203e-02,  7.4712e-03, -4.2659e-02],\n",
       "                        [-8.1729e-03, -9.2536e-02, -5.4934e-03],\n",
       "                        [-2.5927e-02,  8.3993e-04,  7.4632e-02]],\n",
       "              \n",
       "                       [[ 1.8076e-02,  4.5272e-03, -1.3757e-02],\n",
       "                        [-1.8939e-02, -3.2739e-02, -2.9666e-02],\n",
       "                        [-2.0608e-02, -4.6167e-03,  1.3080e-03]],\n",
       "              \n",
       "                       [[-1.2078e-02, -2.0285e-03, -1.6998e-02],\n",
       "                        [-3.4805e-02, -4.9195e-02, -3.1973e-02],\n",
       "                        [-2.1021e-02, -5.1164e-03, -4.8522e-03]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 3.1791e-02,  2.2948e-02,  1.0390e-02],\n",
       "                        [-1.2628e-02, -2.9320e-03,  4.2645e-03],\n",
       "                        [-2.1707e-02, -1.0856e-02,  1.6094e-02]],\n",
       "              \n",
       "                       [[-1.4525e-03, -1.0131e-02, -4.6862e-04],\n",
       "                        [ 2.2130e-02,  2.2736e-02,  5.0183e-03],\n",
       "                        [-6.0125e-02, -4.3150e-02, -4.4480e-02]],\n",
       "              \n",
       "                       [[ 3.0761e-03,  3.4396e-03,  6.0877e-03],\n",
       "                        [-1.3683e-02,  4.0576e-03, -2.6544e-02],\n",
       "                        [ 6.8231e-02,  6.3474e-02, -9.3660e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.8752e-02,  1.9400e-02,  4.1691e-02],\n",
       "                        [ 8.7770e-03,  8.2394e-04,  1.8619e-02],\n",
       "                        [ 1.8796e-02,  6.2238e-02, -2.3801e-02]],\n",
       "              \n",
       "                       [[-2.9788e-02, -3.4598e-02, -2.5225e-02],\n",
       "                        [ 8.4234e-03, -2.3222e-02, -9.4612e-03],\n",
       "                        [ 6.9035e-03,  6.9737e-02, -1.3359e-02]],\n",
       "              \n",
       "                       [[ 2.6981e-03, -4.3182e-02, -1.6731e-02],\n",
       "                        [ 2.5812e-02, -7.2025e-02, -6.5399e-02],\n",
       "                        [ 4.6257e-02,  2.9469e-02, -1.5811e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.1079e-02,  3.8220e-02,  8.3305e-03],\n",
       "                        [-5.9912e-03,  3.5584e-02, -1.7534e-03],\n",
       "                        [ 1.8735e-02,  7.0859e-03, -3.5151e-03]],\n",
       "              \n",
       "                       [[-4.5937e-02, -7.4695e-02, -5.3608e-02],\n",
       "                        [-8.6266e-03,  9.0894e-03, -3.0345e-02],\n",
       "                        [-2.8158e-02, -2.1204e-02, -8.4730e-03]],\n",
       "              \n",
       "                       [[-7.1772e-02, -6.8582e-02,  2.5544e-02],\n",
       "                        [ 5.0363e-02,  2.5269e-02,  5.6668e-02],\n",
       "                        [ 2.6238e-03,  1.3871e-03, -8.4692e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-2.9644e-02,  1.0896e-02, -3.0402e-02],\n",
       "                        [ 1.5095e-03,  5.0455e-02,  1.5597e-02],\n",
       "                        [-2.1015e-02, -1.0757e-02, -3.4942e-02]],\n",
       "              \n",
       "                       [[-2.7573e-02,  2.9707e-02, -2.9490e-02],\n",
       "                        [ 2.3301e-03, -3.9011e-02,  6.8010e-03],\n",
       "                        [ 4.4006e-02,  3.5397e-02,  7.9087e-02]],\n",
       "              \n",
       "                       [[-2.7480e-02,  5.0337e-02,  1.4290e-02],\n",
       "                        [-5.2482e-02, -4.7748e-03,  1.2988e-02],\n",
       "                        [-1.8935e-02, -3.0808e-02, -1.7583e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 3.2280e-02,  4.7408e-02,  3.4054e-02],\n",
       "                        [ 2.1445e-02,  3.8987e-03,  4.6985e-04],\n",
       "                        [ 1.5159e-02,  8.2067e-03,  3.2426e-02]],\n",
       "              \n",
       "                       [[ 9.2653e-03,  2.3661e-02,  4.2089e-02],\n",
       "                        [ 2.1976e-02,  4.6128e-02,  1.1402e-02],\n",
       "                        [ 7.2843e-03,  5.2285e-02,  8.6340e-03]],\n",
       "              \n",
       "                       [[ 1.4022e-02,  1.2800e-02,  3.5398e-02],\n",
       "                        [-4.4398e-02,  1.7399e-02, -1.5838e-02],\n",
       "                        [ 3.1712e-02,  5.8679e-02, -9.3244e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.8399e-03,  7.8628e-03, -5.6169e-04],\n",
       "                        [ 8.0402e-03,  1.7392e-02,  7.8734e-03],\n",
       "                        [-1.7713e-02, -4.5957e-02, -9.8762e-03]],\n",
       "              \n",
       "                       [[-9.7569e-03, -7.5795e-03, -2.4627e-02],\n",
       "                        [-8.2454e-03,  6.3065e-02, -3.2954e-03],\n",
       "                        [-7.7549e-03, -1.3404e-04, -8.1337e-03]],\n",
       "              \n",
       "                       [[ 1.7664e-02,  1.0114e-02,  4.2687e-03],\n",
       "                        [-3.7950e-03,  2.6715e-02,  2.0121e-02],\n",
       "                        [ 1.6868e-02, -6.6515e-03, -1.1107e-02]]]], requires_grad=True)),\n",
       "             ('layer2.1.bn1.running_mean',\n",
       "              tensor([-0.3593, -0.4772,  0.2329, -0.7139, -0.6713, -0.5552, -0.4556, -0.6502,\n",
       "                      -0.2082, -0.4011, -0.3942, -0.2970, -0.1626, -0.4379, -0.3334, -0.6163,\n",
       "                      -0.2982, -0.5190,  0.1676, -0.1832, -0.2080, -0.5296, -0.4245, -0.1755,\n",
       "                      -0.8556, -0.3067, -0.4560, -0.1642, -0.5059, -0.4529, -0.4532, -0.7254,\n",
       "                       0.6037, -0.2509, -0.0199, -0.4672, -0.5901, -0.4195, -0.3272,  0.5658,\n",
       "                      -0.3438, -0.5992, -0.2683, -0.4591, -0.3460, -0.1669, -0.3271,  0.0351,\n",
       "                      -0.4175, -0.3984, -0.4118, -0.3619, -0.1313, -0.2758, -0.7196, -0.5401,\n",
       "                      -1.1739, -0.0497, -0.1358, -0.6139, -0.5143, -0.3017, -0.0465, -0.3977,\n",
       "                      -0.0251,  0.3821, -0.5079, -0.2795, -0.1904,  0.3993, -0.4418, -0.1813,\n",
       "                      -0.6122, -0.3132, -0.0656, -0.4458,  0.0894, -0.3759,  0.0440, -0.3972,\n",
       "                      -0.2860,  0.0877, -0.0825, -0.7620, -0.0260, -0.3861, -0.1128, -0.4129,\n",
       "                      -0.2883,  1.1054, -0.3892, -0.0393, -0.1394, -0.1678,  0.1825, -0.4379,\n",
       "                      -0.2522, -0.1119, -0.5098, -0.0328, -0.2874, -0.3809, -0.1929, -0.3355,\n",
       "                      -0.3863, -0.1617, -0.2289,  0.1665, -0.6874, -0.1705, -0.5216, -0.3315,\n",
       "                      -0.6678,  0.5342,  0.1433, -0.5558, -0.4277, -0.3240, -0.2142,  0.0216,\n",
       "                      -0.4379, -0.8486, -0.7675, -0.4512,  0.2788, -0.9694, -1.1691,  0.0198])),\n",
       "             ('layer2.1.bn1.running_var',\n",
       "              tensor([0.2660, 0.1422, 0.2404, 0.4297, 0.1306, 0.3336, 0.1939, 0.1600, 0.2166,\n",
       "                      0.4070, 0.1029, 0.3442, 0.2021, 0.1590, 0.2226, 0.1842, 0.2731, 0.2262,\n",
       "                      0.2178, 0.1536, 0.1722, 0.2035, 0.3391, 0.1572, 0.2276, 0.2740, 0.1543,\n",
       "                      0.1307, 0.1649, 0.2571, 0.1431, 0.2349, 0.1765, 0.1171, 0.3401, 0.1657,\n",
       "                      0.1307, 0.3169, 0.1973, 0.1504, 0.3181, 0.2529, 0.2980, 0.2461, 0.2857,\n",
       "                      0.2814, 0.1889, 0.1125, 0.2079, 0.2131, 0.2158, 0.3372, 0.2791, 0.2852,\n",
       "                      0.5102, 0.1808, 0.2540, 0.3876, 0.2048, 0.1716, 0.2775, 0.2385, 0.1992,\n",
       "                      0.3325, 0.1832, 0.1246, 0.1852, 0.2083, 0.3179, 0.3077, 0.1842, 0.1845,\n",
       "                      0.1684, 0.2447, 0.2990, 0.2412, 0.3370, 0.1974, 0.1679, 0.2459, 0.1670,\n",
       "                      0.1764, 0.2258, 0.3743, 0.1464, 0.1706, 0.2925, 0.2594, 0.2123, 0.2191,\n",
       "                      0.2281, 0.1809, 0.1278, 0.2575, 0.3387, 0.1755, 0.3083, 0.1399, 0.2197,\n",
       "                      0.1594, 0.1311, 0.2250, 0.3422, 0.2391, 0.1240, 0.2068, 0.2784, 0.1800,\n",
       "                      0.3133, 0.1167, 0.3066, 0.1008, 0.1729, 0.3045, 0.2187, 0.2862, 0.2361,\n",
       "                      0.1560, 0.1271, 0.2467, 0.2201, 0.1423, 0.1531, 0.2995, 0.2069, 0.2126,\n",
       "                      0.1369, 0.1566])),\n",
       "             ('layer2.1.bn1.weight', Parameter containing:\n",
       "              tensor([0.3323, 0.2908, 0.3246, 0.3435, 0.3011, 0.3054, 0.3041, 0.3539, 0.2862,\n",
       "                      0.3601, 0.2970, 0.3381, 0.2565, 0.3276, 0.3030, 0.4085, 0.3519, 0.4218,\n",
       "                      0.3055, 0.2551, 0.3425, 0.3215, 0.3366, 0.2700, 0.2849, 0.3954, 0.3166,\n",
       "                      0.3286, 0.3515, 0.3953, 0.2768, 0.3625, 0.1988, 0.2717, 0.3355, 0.2797,\n",
       "                      0.2510, 0.3832, 0.3266, 0.3263, 0.3681, 0.3401, 0.3651, 0.3391, 0.3071,\n",
       "                      0.3231, 0.3691, 0.2410, 0.3536, 0.3189, 0.3238, 0.3611, 0.3086, 0.3309,\n",
       "                      0.3886, 0.4362, 0.4550, 0.2962, 0.3071, 0.3386, 0.3317, 0.3228, 0.2393,\n",
       "                      0.3147, 0.2738, 0.3218, 0.3198, 0.3411, 0.3611, 0.2833, 0.3035, 0.3183,\n",
       "                      0.3146, 0.3890, 0.2607, 0.3479, 0.3236, 0.3709, 0.2592, 0.3742, 0.2555,\n",
       "                      0.2966, 0.3505, 0.3165, 0.2808, 0.2660, 0.2817, 0.4795, 0.3372, 0.2723,\n",
       "                      0.2955, 0.3225, 0.2470, 0.3160, 0.3515, 0.3131, 0.3372, 0.2837, 0.3540,\n",
       "                      0.2897, 0.2490, 0.3019, 0.3114, 0.3510, 0.3022, 0.3617, 0.2859, 0.2831,\n",
       "                      0.3243, 0.2769, 0.3314, 0.2394, 0.2932, 0.2788, 0.2686, 0.3194, 0.3542,\n",
       "                      0.2683, 0.2955, 0.2924, 0.3538, 0.4256, 0.3603, 0.3013, 0.2763, 0.4354,\n",
       "                      0.3991, 0.2694], requires_grad=True)),\n",
       "             ('layer2.1.bn1.bias', Parameter containing:\n",
       "              tensor([-0.1735, -0.2337, -0.3383, -0.0806, -0.1920, -0.0621, -0.1885, -0.2830,\n",
       "                      -0.1680, -0.1796, -0.2645, -0.1983, -0.1183, -0.2432, -0.1706, -0.3090,\n",
       "                      -0.2661, -0.4040, -0.1949, -0.1392, -0.2449, -0.1242, -0.2012, -0.1901,\n",
       "                      -0.1014, -0.3468, -0.2245, -0.3272, -0.3057, -0.3289, -0.1532, -0.1967,\n",
       "                      -0.0667, -0.3281, -0.1418, -0.1527, -0.0987, -0.3243, -0.2252, -0.3462,\n",
       "                      -0.2284, -0.2263, -0.1810, -0.1564, -0.1730, -0.1507, -0.2913, -0.1643,\n",
       "                      -0.1998, -0.1532, -0.2211, -0.2247, -0.0913, -0.1563, -0.2453, -0.4854,\n",
       "                      -0.4428, -0.1021, -0.1615, -0.2125, -0.2239, -0.1952, -0.0447, -0.1733,\n",
       "                      -0.1178, -0.4775, -0.2110, -0.2305, -0.1795, -0.1582, -0.2008, -0.2041,\n",
       "                      -0.1974, -0.2750, -0.0395, -0.2161, -0.2786, -0.2626, -0.0997, -0.2953,\n",
       "                      -0.1431, -0.1448, -0.1894, -0.1283, -0.1807, -0.1144, -0.1308, -0.4154,\n",
       "                      -0.2324, -0.1376, -0.1154, -0.2099, -0.0966, -0.1669, -0.3835, -0.2545,\n",
       "                      -0.1603, -0.1904, -0.2420, -0.1658, -0.1133, -0.1498, -0.1213, -0.2318,\n",
       "                      -0.2017, -0.3827, -0.1491, -0.1174, -0.1261, -0.2031, -0.1832, -0.2274,\n",
       "                      -0.1281, -0.2557, -0.1400, -0.0723, -0.2212, -0.1486, -0.2914, -0.1116,\n",
       "                      -0.2194, -0.4898, -0.3693, -0.1437, -0.1232, -0.3723, -0.6794, -0.1536],\n",
       "                     requires_grad=True)),\n",
       "             ('layer2.1.conv2.weight', Parameter containing:\n",
       "              tensor([[[[-1.6153e-02,  5.0134e-03, -9.0186e-04],\n",
       "                        [-8.8386e-03, -1.9390e-02, -2.4174e-02],\n",
       "                        [ 6.3052e-03,  1.0245e-02, -1.3816e-02]],\n",
       "              \n",
       "                       [[-1.0979e-02,  2.6164e-03,  2.3656e-02],\n",
       "                        [-1.7687e-02,  1.9861e-02,  6.4150e-02],\n",
       "                        [ 6.0224e-03,  7.6342e-02,  1.0215e-01]],\n",
       "              \n",
       "                       [[-8.1113e-03,  6.8414e-03,  2.5436e-02],\n",
       "                        [-8.0696e-03,  9.2929e-03,  8.2899e-03],\n",
       "                        [ 7.7306e-03,  1.2159e-02,  7.1625e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.5175e-02,  6.2196e-03,  2.1798e-02],\n",
       "                        [-1.5199e-02, -8.5439e-02, -2.4713e-02],\n",
       "                        [-1.8460e-02, -4.9767e-02, -1.6818e-03]],\n",
       "              \n",
       "                       [[ 3.0728e-02,  3.9962e-02,  3.1253e-02],\n",
       "                        [-1.8738e-02, -6.7510e-02, -2.7649e-02],\n",
       "                        [ 2.8429e-02,  3.1854e-02,  1.0543e-02]],\n",
       "              \n",
       "                       [[-1.8320e-02, -1.5854e-02, -1.0685e-02],\n",
       "                        [-2.7442e-02, -3.0616e-02, -1.0485e-02],\n",
       "                        [-1.5122e-02, -1.0595e-02, -2.5322e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 3.6868e-03,  3.0996e-02,  4.2763e-02],\n",
       "                        [ 4.6537e-02,  4.8606e-02,  2.3800e-03],\n",
       "                        [ 1.6654e-02,  1.2900e-02, -1.8230e-02]],\n",
       "              \n",
       "                       [[-1.0441e-02, -1.5934e-03, -1.6128e-02],\n",
       "                        [-1.2799e-02,  4.9570e-03, -1.4585e-02],\n",
       "                        [-2.3553e-02, -3.7023e-03, -1.4399e-02]],\n",
       "              \n",
       "                       [[ 1.0338e-02, -1.7560e-02, -3.3046e-02],\n",
       "                        [-3.2090e-02, -5.9258e-03,  2.0201e-03],\n",
       "                        [-4.1428e-02,  4.9121e-03,  1.6906e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.9525e-02, -4.6498e-02, -5.9916e-02],\n",
       "                        [-2.6670e-02, -1.9079e-02, -2.9419e-02],\n",
       "                        [-3.9683e-03,  1.9405e-02,  7.3317e-03]],\n",
       "              \n",
       "                       [[ 1.4293e-02,  1.5643e-02,  5.8117e-04],\n",
       "                        [ 5.1493e-03,  7.4332e-03, -3.6928e-03],\n",
       "                        [-1.3522e-02, -8.5536e-03, -2.1259e-03]],\n",
       "              \n",
       "                       [[-3.0908e-02, -1.9839e-02, -1.9375e-02],\n",
       "                        [-1.0368e-02, -2.4294e-02,  2.4103e-04],\n",
       "                        [-1.9275e-02, -2.9707e-02, -1.5623e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-4.9212e-02, -2.9588e-02,  8.8023e-02],\n",
       "                        [ 4.7453e-03,  4.3564e-02,  9.3115e-02],\n",
       "                        [ 7.4083e-02,  4.2868e-02, -5.1033e-02]],\n",
       "              \n",
       "                       [[ 6.6992e-03,  2.1676e-02, -5.4254e-04],\n",
       "                        [ 1.9286e-02,  1.0920e-02, -4.5440e-03],\n",
       "                        [ 3.1075e-02, -1.7168e-03, -2.7603e-02]],\n",
       "              \n",
       "                       [[ 6.0096e-02, -2.9359e-02, -5.8911e-02],\n",
       "                        [-1.9133e-02, -8.1624e-02, -2.2553e-02],\n",
       "                        [ 1.1597e-02,  2.5092e-02,  1.2130e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 5.4307e-03, -2.3130e-02,  9.6233e-03],\n",
       "                        [-4.3785e-02, -2.6735e-02,  2.1993e-02],\n",
       "                        [-3.5919e-02, -4.1009e-02, -2.1860e-02]],\n",
       "              \n",
       "                       [[ 3.3705e-02,  6.2938e-02,  4.3502e-02],\n",
       "                        [ 1.1111e-03,  1.9243e-02, -1.9707e-03],\n",
       "                        [-1.1493e-02, -5.3445e-02, -9.6676e-03]],\n",
       "              \n",
       "                       [[-2.6664e-03, -2.6954e-02, -1.7667e-02],\n",
       "                        [-8.3382e-03,  8.9920e-03,  8.1260e-04],\n",
       "                        [-2.6832e-02, -3.5991e-02, -4.2495e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-1.8876e-03, -2.2728e-02, -4.2991e-03],\n",
       "                        [-9.2231e-03, -3.4333e-02, -1.3392e-02],\n",
       "                        [-1.2774e-02, -1.1435e-02,  1.5617e-02]],\n",
       "              \n",
       "                       [[ 1.0703e-02,  1.2792e-02,  2.2662e-02],\n",
       "                        [ 7.3185e-03, -1.7847e-02,  1.0674e-02],\n",
       "                        [-1.5936e-02, -1.9318e-02,  2.1768e-02]],\n",
       "              \n",
       "                       [[-7.3009e-03,  3.0234e-02, -1.1899e-02],\n",
       "                        [-2.6099e-02,  3.7452e-03,  3.2776e-02],\n",
       "                        [-3.3101e-02, -7.1923e-03,  1.6559e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.2818e-02, -1.0021e-01, -4.7012e-02],\n",
       "                        [ 2.8293e-03,  4.1410e-02, -1.1391e-02],\n",
       "                        [-1.1152e-02, -5.5861e-03,  1.9968e-02]],\n",
       "              \n",
       "                       [[-2.3932e-02, -3.0687e-02, -1.1756e-03],\n",
       "                        [ 1.5311e-03, -3.5002e-02, -2.4414e-02],\n",
       "                        [-8.7575e-03, -7.7842e-02, -3.8842e-02]],\n",
       "              \n",
       "                       [[ 2.6107e-02,  1.5406e-02,  1.7569e-02],\n",
       "                        [-1.5130e-02, -4.8687e-03,  3.0773e-03],\n",
       "                        [-1.3470e-02, -9.3201e-03, -4.8982e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.0228e-02, -3.0006e-02, -9.8419e-03],\n",
       "                        [-3.8676e-02, -3.3481e-02, -7.4265e-03],\n",
       "                        [-2.8935e-02, -3.2037e-02,  2.9245e-03]],\n",
       "              \n",
       "                       [[-1.2900e-02,  3.8046e-03,  1.5940e-02],\n",
       "                        [-2.4030e-02,  2.0666e-03,  5.7250e-03],\n",
       "                        [ 6.9989e-03,  1.2192e-02,  1.5406e-02]],\n",
       "              \n",
       "                       [[-1.5018e-02, -9.0988e-03,  2.4450e-02],\n",
       "                        [ 1.0039e-02,  1.2561e-02,  2.6997e-02],\n",
       "                        [ 2.9556e-02,  1.9463e-02, -2.6584e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.8481e-02,  3.9417e-04,  9.9768e-03],\n",
       "                        [-4.5447e-03,  1.2307e-02,  3.5507e-02],\n",
       "                        [-1.1873e-03, -2.6185e-03,  1.1547e-02]],\n",
       "              \n",
       "                       [[ 4.6292e-03, -1.3690e-02, -1.0171e-02],\n",
       "                        [ 1.2104e-02,  1.6793e-02,  1.3003e-02],\n",
       "                        [ 1.3328e-03,  3.4701e-03,  1.7323e-02]],\n",
       "              \n",
       "                       [[-8.7332e-05,  5.8646e-03, -3.5117e-03],\n",
       "                        [ 3.8112e-03, -7.1828e-03, -1.1407e-02],\n",
       "                        [ 1.9705e-02,  2.0556e-02,  5.7084e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 3.6998e-02,  3.2616e-02, -9.4535e-04],\n",
       "                        [-2.9484e-02, -2.3441e-02, -2.8085e-02],\n",
       "                        [-2.5451e-02,  3.9048e-02,  3.6686e-02]],\n",
       "              \n",
       "                       [[-1.8732e-02, -1.5352e-02,  1.1149e-02],\n",
       "                        [-2.1324e-03, -2.3177e-02,  1.7628e-02],\n",
       "                        [-4.0012e-03,  1.5463e-02,  9.2496e-03]],\n",
       "              \n",
       "                       [[-2.9346e-02,  7.7071e-03, -5.6520e-03],\n",
       "                        [-2.3611e-02, -1.9390e-03,  2.0221e-02],\n",
       "                        [ 8.0955e-03, -2.3268e-02, -2.8827e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.3532e-02, -2.9092e-02, -4.0045e-02],\n",
       "                        [ 2.6530e-03, -2.0568e-02,  1.3075e-02],\n",
       "                        [ 1.6061e-02, -5.5725e-02, -4.9167e-02]],\n",
       "              \n",
       "                       [[-7.9132e-03,  2.1466e-02,  2.0913e-02],\n",
       "                        [-1.7259e-02, -2.5851e-02,  2.7177e-03],\n",
       "                        [-4.6532e-02, -2.4846e-02, -1.9911e-02]],\n",
       "              \n",
       "                       [[-5.0350e-02, -2.5574e-02,  1.7763e-02],\n",
       "                        [-3.4474e-02,  5.5247e-03, -2.7754e-02],\n",
       "                        [-2.0743e-02, -2.2332e-02, -4.3512e-02]]]], requires_grad=True)),\n",
       "             ('layer2.1.bn2.running_mean',\n",
       "              tensor([-0.0303,  0.0327,  0.0240, -0.0763, -0.1589, -0.0804, -0.1797, -0.0701,\n",
       "                      -0.1573,  0.1134, -0.0805, -0.0234, -0.0756, -0.1833,  0.0384,  0.0791,\n",
       "                      -0.0594, -0.0217,  0.0288, -0.1023, -0.0698, -0.0484,  0.1234, -0.1242,\n",
       "                       0.0584, -0.1045, -0.0082, -0.0536,  0.0127,  0.0269, -0.1785, -0.0514,\n",
       "                      -0.0503,  0.0173,  0.0162, -0.2532, -0.2817, -0.2388, -0.0641,  0.0136,\n",
       "                       0.1397, -0.2827,  0.0767, -0.0328, -0.0080, -0.0058, -0.1322, -0.0266,\n",
       "                      -0.3995, -0.0825, -0.1061, -0.0556, -0.0557,  0.0552, -0.1259, -0.0077,\n",
       "                      -0.1017, -0.0532, -0.1570,  0.0675, -0.5579,  0.0523, -0.1109,  0.0096,\n",
       "                       0.0103, -0.0968, -0.0100, -0.2631, -0.1013, -0.0156, -0.0544, -0.1436,\n",
       "                      -0.0747, -0.0609, -0.0710, -0.1171,  0.0205,  0.0372, -0.0162, -0.0245,\n",
       "                       0.1684, -0.2868,  0.0558,  0.0402, -0.1360, -0.0523, -0.0547, -0.1108,\n",
       "                      -0.2490, -0.0252,  0.0783, -0.1927, -0.1427, -0.1122, -0.0599, -0.0884,\n",
       "                      -0.0191,  0.0015, -0.5522,  0.0042,  0.0305,  0.0242, -0.1246, -0.1543,\n",
       "                       0.0045, -0.1808, -0.2224,  0.0909,  0.0329,  0.5456, -0.0230,  0.0628,\n",
       "                       0.0464, -0.0874, -0.0300,  0.1108, -0.0492, -0.0331, -0.2471, -0.0352,\n",
       "                       0.0516,  0.0709, -0.2409, -0.0650, -0.1684, -0.0565, -0.1306, -0.0627])),\n",
       "             ('layer2.1.bn2.running_var',\n",
       "              tensor([0.0182, 0.0212, 0.0286, 0.0209, 0.0295, 0.0477, 0.0353, 0.0284, 0.0285,\n",
       "                      0.0451, 0.0298, 0.0195, 0.0171, 0.0298, 0.0285, 0.0285, 0.0201, 0.0228,\n",
       "                      0.0321, 0.0333, 0.0178, 0.0474, 0.0301, 0.0416, 0.0378, 0.0463, 0.0296,\n",
       "                      0.0165, 0.0269, 0.0308, 0.0363, 0.0459, 0.0316, 0.0265, 0.0229, 0.0582,\n",
       "                      0.0565, 0.0405, 0.0266, 0.0323, 0.0339, 0.0844, 0.0249, 0.0173, 0.0224,\n",
       "                      0.0210, 0.0193, 0.0151, 0.0561, 0.0400, 0.0183, 0.0405, 0.0320, 0.0221,\n",
       "                      0.0338, 0.0227, 0.0253, 0.0185, 0.0682, 0.0269, 0.0727, 0.0218, 0.0491,\n",
       "                      0.0267, 0.0230, 0.0134, 0.0478, 0.0583, 0.0332, 0.0475, 0.0186, 0.0336,\n",
       "                      0.0453, 0.0316, 0.0363, 0.0346, 0.0476, 0.0324, 0.0174, 0.0351, 0.0185,\n",
       "                      0.0532, 0.0137, 0.0305, 0.0378, 0.0170, 0.0416, 0.0316, 0.0329, 0.0169,\n",
       "                      0.0321, 0.0436, 0.0351, 0.0248, 0.0169, 0.0386, 0.0364, 0.0178, 0.0625,\n",
       "                      0.0406, 0.0259, 0.0230, 0.0273, 0.0296, 0.0207, 0.0448, 0.0578, 0.0201,\n",
       "                      0.0397, 0.0582, 0.0438, 0.0360, 0.0260, 0.0352, 0.0198, 0.0323, 0.0493,\n",
       "                      0.0169, 0.0626, 0.0299, 0.0255, 0.0157, 0.0367, 0.0155, 0.0319, 0.0284,\n",
       "                      0.0288, 0.0449])),\n",
       "             ('layer2.1.bn2.weight', Parameter containing:\n",
       "              tensor([0.1194, 0.1625, 0.3084, 0.2931, 0.2957, 0.5263, 0.4038, 0.2024, 0.3401,\n",
       "                      0.1982, 0.2559, 0.2311, 0.1630, 0.2891, 0.2248, 0.2311, 0.2417, 0.2187,\n",
       "                      0.1922, 0.3103, 0.2015, 0.4802, 0.2481, 0.3898, 0.3204, 0.4035, 0.2617,\n",
       "                      0.1551, 0.2256, 0.2117, 0.2708, 0.3537, 0.2505, 0.1843, 0.2465, 0.6501,\n",
       "                      0.3898, 0.4289, 0.1799, 0.1604, 0.1775, 0.3600, 0.2694, 0.1283, 0.1662,\n",
       "                      0.1716, 0.1837, 0.1710, 0.4178, 0.3249, 0.1759, 0.4717, 0.4115, 0.1995,\n",
       "                      0.2025, 0.1492, 0.2860, 0.1072, 0.3649, 0.1906, 0.5369, 0.2400, 0.4411,\n",
       "                      0.1702, 0.1993, 0.2045, 0.1972, 0.4041, 0.3034, 0.6168, 0.2284, 0.3228,\n",
       "                      0.4547, 0.4370, 0.1570, 0.4057, 0.5791, 0.2338, 0.1586, 0.3130, 0.2201,\n",
       "                      0.3195, 0.1166, 0.2517, 0.2184, 0.0989, 0.3116, 0.2613, 0.3277, 0.1778,\n",
       "                      0.2718, 0.4174, 0.5140, 0.2136, 0.1905, 0.2898, 0.2472, 0.1341, 0.6212,\n",
       "                      0.1810, 0.2394, 0.1417, 0.1759, 0.2827, 0.1987, 0.3775, 0.3749, 0.1274,\n",
       "                      0.3656, 0.4305, 0.4212, 0.2673, 0.2016, 0.5098, 0.1449, 0.4408, 0.3583,\n",
       "                      0.2503, 0.5682, 0.2518, 0.1392, 0.0617, 0.3406, 0.1313, 0.4586, 0.2914,\n",
       "                      0.1326, 0.3915], requires_grad=True)),\n",
       "             ('layer2.1.bn2.bias', Parameter containing:\n",
       "              tensor([-0.1403, -0.0889, -0.4147, -0.2264, -0.0737, -0.3534, -0.3379, -0.0752,\n",
       "                      -0.1791,  0.0448, -0.2842, -0.1765, -0.1591, -0.0675, -0.1543, -0.1061,\n",
       "                      -0.2334, -0.0981, -0.0908, -0.0567, -0.1908, -0.2055, -0.2704, -0.1883,\n",
       "                      -0.3570, -0.1125, -0.1632, -0.0211, -0.1687, -0.2124, -0.1713, -0.0872,\n",
       "                      -0.2194, -0.1888, -0.2954, -0.4570, -0.0226, -0.0527,  0.0406, -0.0609,\n",
       "                      -0.0456, -0.1176, -0.0145,  0.0318, -0.2046, -0.0953, -0.0496, -0.1051,\n",
       "                      -0.0793, -0.1933, -0.1467, -0.3215, -0.3257, -0.2287, -0.0356, -0.1869,\n",
       "                      -0.1932, -0.0771,  0.2768, -0.0656, -0.0895, -0.2548, -0.2365,  0.0021,\n",
       "                      -0.0987, -0.3178,  0.1613,  0.0006, -0.2347, -0.4150, -0.1310, -0.3142,\n",
       "                      -0.2582, -0.5400,  0.0772, -0.2546, -0.4454, -0.0262, -0.0937, -0.2201,\n",
       "                      -0.2044, -0.0155, -0.0893, -0.2167,  0.1112, -0.0619, -0.1217, -0.1593,\n",
       "                      -0.1317, -0.1717, -0.3729, -0.3354, -0.3414,  0.0358, -0.2067, -0.1087,\n",
       "                       0.0141, -0.0338, -0.2129, -0.1122, -0.1627, -0.2000,  0.0908, -0.0041,\n",
       "                      -0.1313, -0.2942,  0.0160, -0.1065, -0.1289, -0.1699, -0.1721, -0.1809,\n",
       "                      -0.2295, -0.3611, -0.1746, -0.3540, -0.1554, -0.2709, -0.2607,  0.0084,\n",
       "                      -0.0311, -0.0022, -0.0831,  0.0380, -0.4893, -0.2749,  0.1245, -0.1272],\n",
       "                     requires_grad=True)),\n",
       "             ('layer3.0.conv1.weight', Parameter containing:\n",
       "              tensor([[[[-0.0159, -0.0166, -0.0159],\n",
       "                        [-0.0053,  0.0151,  0.0099],\n",
       "                        [-0.0149,  0.0004, -0.0114]],\n",
       "              \n",
       "                       [[-0.0095, -0.0186, -0.0061],\n",
       "                        [ 0.0098, -0.0123, -0.0053],\n",
       "                        [ 0.0071, -0.0161, -0.0071]],\n",
       "              \n",
       "                       [[-0.0227, -0.0377, -0.0337],\n",
       "                        [-0.0316, -0.0580, -0.0391],\n",
       "                        [-0.0346, -0.0388, -0.0157]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0049,  0.0080,  0.0144],\n",
       "                        [-0.0015,  0.0242,  0.0056],\n",
       "                        [-0.0044,  0.0062,  0.0069]],\n",
       "              \n",
       "                       [[ 0.0160, -0.0120, -0.0013],\n",
       "                        [ 0.0096,  0.0057,  0.0016],\n",
       "                        [-0.0099, -0.0136, -0.0064]],\n",
       "              \n",
       "                       [[ 0.0534,  0.0464,  0.0248],\n",
       "                        [ 0.0341, -0.0029, -0.0041],\n",
       "                        [-0.0140, -0.0046, -0.0142]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0012, -0.0186, -0.0345],\n",
       "                        [ 0.0050, -0.0117, -0.0333],\n",
       "                        [ 0.0060, -0.0162, -0.0175]],\n",
       "              \n",
       "                       [[ 0.0107,  0.0140, -0.0192],\n",
       "                        [ 0.0029,  0.0126,  0.0073],\n",
       "                        [-0.0168, -0.0187, -0.0014]],\n",
       "              \n",
       "                       [[-0.0219,  0.0063,  0.0159],\n",
       "                        [-0.0035,  0.0057,  0.0311],\n",
       "                        [ 0.0023,  0.0032,  0.0175]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0162, -0.0078,  0.0077],\n",
       "                        [-0.0015, -0.0122, -0.0093],\n",
       "                        [ 0.0009, -0.0022,  0.0074]],\n",
       "              \n",
       "                       [[ 0.0029, -0.0236,  0.0058],\n",
       "                        [ 0.0143, -0.0169, -0.0062],\n",
       "                        [-0.0077, -0.0323, -0.0337]],\n",
       "              \n",
       "                       [[ 0.0087,  0.0140,  0.0081],\n",
       "                        [-0.0034,  0.0105,  0.0150],\n",
       "                        [ 0.0189,  0.0309,  0.0256]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0358, -0.0226, -0.0144],\n",
       "                        [-0.0075, -0.0221,  0.0111],\n",
       "                        [-0.0036, -0.0148, -0.0164]],\n",
       "              \n",
       "                       [[-0.0146, -0.0307, -0.0204],\n",
       "                        [-0.0285, -0.0453, -0.0579],\n",
       "                        [ 0.0288, -0.0152, -0.0245]],\n",
       "              \n",
       "                       [[ 0.0174,  0.0199, -0.0046],\n",
       "                        [ 0.0178,  0.0236,  0.0136],\n",
       "                        [ 0.0293,  0.0434,  0.0186]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0079, -0.0122, -0.0158],\n",
       "                        [-0.0107, -0.0314, -0.0075],\n",
       "                        [-0.0070, -0.0173, -0.0308]],\n",
       "              \n",
       "                       [[-0.0103, -0.0118, -0.0171],\n",
       "                        [-0.0264, -0.0015,  0.0280],\n",
       "                        [-0.0089,  0.0054,  0.0097]],\n",
       "              \n",
       "                       [[ 0.0145, -0.0315, -0.0197],\n",
       "                        [-0.0149, -0.0177,  0.0077],\n",
       "                        [ 0.0125,  0.0071, -0.0062]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0053,  0.0255,  0.0071],\n",
       "                        [ 0.0197,  0.0270,  0.0420],\n",
       "                        [ 0.0412,  0.0223,  0.0350]],\n",
       "              \n",
       "                       [[ 0.0026,  0.0041,  0.0106],\n",
       "                        [ 0.0046,  0.0203,  0.0081],\n",
       "                        [ 0.0145, -0.0030, -0.0197]],\n",
       "              \n",
       "                       [[-0.0040,  0.0255,  0.0023],\n",
       "                        [-0.0152,  0.0260,  0.0083],\n",
       "                        [-0.0021,  0.0269,  0.0032]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0055, -0.0049,  0.0183],\n",
       "                        [ 0.0085,  0.0023,  0.0077],\n",
       "                        [ 0.0082,  0.0096,  0.0215]],\n",
       "              \n",
       "                       [[-0.0177,  0.0099, -0.0129],\n",
       "                        [-0.0127,  0.0096, -0.0124],\n",
       "                        [ 0.0090,  0.0493,  0.0362]],\n",
       "              \n",
       "                       [[ 0.0123,  0.0184, -0.0178],\n",
       "                        [ 0.0058, -0.0058, -0.0117],\n",
       "                        [ 0.0034, -0.0103, -0.0425]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0316,  0.0765,  0.0443],\n",
       "                        [ 0.0940,  0.1480,  0.1510],\n",
       "                        [ 0.0665,  0.1386,  0.1132]],\n",
       "              \n",
       "                       [[-0.0282, -0.0041, -0.0200],\n",
       "                        [-0.0193, -0.0012,  0.0107],\n",
       "                        [-0.0165, -0.0028,  0.0008]],\n",
       "              \n",
       "                       [[-0.0122, -0.0322, -0.0153],\n",
       "                        [-0.0009, -0.0123, -0.0039],\n",
       "                        [-0.0193, -0.0107, -0.0211]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0030,  0.0066, -0.0003],\n",
       "                        [ 0.0146, -0.0167,  0.0142],\n",
       "                        [ 0.0227,  0.0120,  0.0072]],\n",
       "              \n",
       "                       [[ 0.0039, -0.0197,  0.0111],\n",
       "                        [-0.0251, -0.0384, -0.0447],\n",
       "                        [-0.0359, -0.0981, -0.0684]],\n",
       "              \n",
       "                       [[-0.0085,  0.0023,  0.0031],\n",
       "                        [ 0.0038,  0.0182,  0.0069],\n",
       "                        [ 0.0089,  0.0080,  0.0126]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0130, -0.0090,  0.0011],\n",
       "                        [-0.0260, -0.0195, -0.0094],\n",
       "                        [ 0.0048,  0.0024,  0.0106]],\n",
       "              \n",
       "                       [[-0.0025, -0.0140, -0.0286],\n",
       "                        [-0.0024,  0.0011, -0.0233],\n",
       "                        [ 0.0123,  0.0008,  0.0014]],\n",
       "              \n",
       "                       [[-0.0490, -0.0439, -0.0579],\n",
       "                        [-0.0359, -0.0365, -0.0386],\n",
       "                        [-0.0410, -0.0333, -0.0137]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0118, -0.0081, -0.0158],\n",
       "                        [-0.0272, -0.0285,  0.0075],\n",
       "                        [-0.0244,  0.0139,  0.0061]],\n",
       "              \n",
       "                       [[-0.0273,  0.0197,  0.0222],\n",
       "                        [-0.0376,  0.0208,  0.0187],\n",
       "                        [-0.0446, -0.0044, -0.0168]],\n",
       "              \n",
       "                       [[ 0.0199,  0.0268,  0.0120],\n",
       "                        [ 0.0203,  0.0215,  0.0025],\n",
       "                        [ 0.0002, -0.0076, -0.0196]]]], requires_grad=True)),\n",
       "             ('layer3.0.bn1.running_mean',\n",
       "              tensor([-1.2528e-01, -2.2621e-01, -4.8603e-01, -1.4583e-01, -6.3112e-01,\n",
       "                       7.2841e-03, -5.9700e-02,  3.7517e-03, -1.3632e-01, -2.2126e-01,\n",
       "                      -3.8438e-01, -5.7826e-01, -1.2715e+00, -4.5458e-01, -1.4092e+00,\n",
       "                      -4.8640e-01,  2.8844e-01, -7.8266e-01,  3.0595e-01, -3.5416e-01,\n",
       "                      -5.7110e-01, -7.9981e-01,  8.8768e-02, -1.4388e-01, -6.8673e-01,\n",
       "                      -8.5884e-01, -5.4473e-01,  2.9827e-01, -1.9194e-01,  1.3442e-01,\n",
       "                      -6.3872e-01, -4.7163e-01,  6.1394e-01, -6.4693e-03,  9.1566e-03,\n",
       "                      -7.5434e-01, -3.6657e-01, -1.4795e-01, -7.2629e-01, -3.0640e-01,\n",
       "                      -3.0026e-01, -4.8801e-01, -3.6878e-01, -3.2948e-01, -1.4655e-01,\n",
       "                      -6.6811e-01, -1.2165e-01, -5.6608e-01, -7.5417e-01, -4.9771e-01,\n",
       "                      -1.9818e-01, -7.4801e-01,  2.9355e-01, -5.0393e-01, -4.1524e-01,\n",
       "                      -1.8457e-01, -6.5346e-02, -3.6165e-01,  9.7863e-02, -9.8897e-02,\n",
       "                      -8.7472e-01, -6.8660e-01, -2.8504e-01, -1.8071e-01, -7.5638e-01,\n",
       "                       4.8956e-01, -4.7191e-01, -3.2507e-01,  2.3608e-01, -2.8230e-01,\n",
       "                      -5.4536e-01, -5.7030e-01, -3.9141e-01, -7.4595e-01, -3.1274e-01,\n",
       "                       4.9831e-01, -4.2902e-01,  5.0147e-02, -1.4652e-01, -6.0605e-01,\n",
       "                       3.1323e-01, -3.7433e-01, -5.8257e-01, -3.8431e-01, -1.0764e-01,\n",
       "                      -5.6570e-01, -3.1018e-01,  3.1794e-01, -7.7871e-01, -3.2611e-02,\n",
       "                      -4.7226e-01, -5.6688e-01, -1.4164e-02, -5.9738e-01, -3.1752e-01,\n",
       "                      -9.3611e-01, -1.8384e-01,  1.3286e-01, -1.0321e+00, -5.9062e-02,\n",
       "                      -4.5989e-01, -5.0942e-01,  2.0702e-01, -5.2015e-02,  1.5077e-01,\n",
       "                      -8.6190e-01, -8.7798e-02, -8.1316e-01, -3.8587e-01, -2.2994e-01,\n",
       "                      -6.0997e-01, -2.2465e-01, -3.4642e-01, -9.5154e-01,  8.5479e-02,\n",
       "                       3.1010e-01, -4.7215e-01, -4.1553e-01,  7.9857e-03, -1.7315e-01,\n",
       "                      -6.5011e-01, -6.2034e-01, -1.3718e-01, -1.5222e-01, -2.8699e-01,\n",
       "                      -4.9405e-01,  9.6648e-02,  5.0725e-01, -2.5103e-01, -3.0324e-01,\n",
       "                      -3.1496e-01, -5.7327e-01, -5.4476e-02, -3.4408e-01, -7.6443e-01,\n",
       "                      -2.3212e-01, -7.7384e-01, -1.7453e-01,  2.4233e-01, -3.3508e-01,\n",
       "                      -1.2959e-01, -5.1247e-01, -1.1007e-01, -8.7678e-01, -2.8602e-01,\n",
       "                      -3.5600e-01, -1.2436e-01, -2.9971e-01, -1.5774e-01, -3.1603e-01,\n",
       "                      -1.7481e-01,  5.8930e-01,  1.2517e-01, -2.8022e-01, -5.1413e-02,\n",
       "                      -6.6050e-01, -1.9887e-01, -1.0619e-01, -8.4415e-02, -6.7241e-01,\n",
       "                      -8.3420e-04, -2.6055e-01, -3.8281e-01, -1.6740e-01, -1.4552e+00,\n",
       "                      -4.4521e-01, -2.1585e-01, -5.8782e-01, -4.1787e-01, -6.2153e-01,\n",
       "                       1.7372e-01, -5.8868e-01, -5.7203e-01,  7.4681e-02, -6.0055e-01,\n",
       "                      -3.4606e-01, -3.2597e-01, -3.5774e-01, -9.3304e-02, -3.5880e-01,\n",
       "                      -3.9347e-01, -9.5507e-01, -9.1429e-01, -2.7624e-01, -3.6522e-01,\n",
       "                      -1.7035e-01, -2.6763e-01, -2.2918e-01, -3.8005e-01, -4.9274e-01,\n",
       "                      -2.1785e-01, -3.6140e-01, -1.2738e-01, -5.2028e-01, -5.4369e-01,\n",
       "                       2.0979e-02, -6.3573e-01, -5.9268e-01, -1.6110e-01, -1.0150e-01,\n",
       "                      -4.0666e-01, -4.2118e-01, -2.6712e-01, -3.2724e-01, -4.9977e-01,\n",
       "                       1.0453e-02, -3.9770e-01, -4.6117e-01, -6.7067e-02,  1.5280e-01,\n",
       "                      -1.9274e-01, -4.0176e-01, -5.8172e-01, -3.3834e-01, -5.0786e-01,\n",
       "                      -6.0622e-01, -2.0940e-01,  3.4390e-02,  4.9385e-03, -7.4065e-03,\n",
       "                      -8.4308e-01, -8.8238e-01, -3.5494e-01, -2.0950e-01, -4.9370e-01,\n",
       "                      -2.9073e-01, -4.4145e-01, -4.8962e-01,  8.3633e-02, -9.7795e-01,\n",
       "                      -4.7213e-01, -1.4739e-01, -3.1851e-01, -2.4363e-01, -1.7969e-01,\n",
       "                      -4.2850e-02, -2.9716e-01, -4.2991e-01, -3.1247e-01, -3.6989e-01,\n",
       "                      -4.8987e-01, -9.7868e-02, -7.8039e-01, -3.9243e-01,  8.4980e-02,\n",
       "                      -5.0305e-01, -6.7545e-01, -2.5064e-01, -4.3543e-01, -2.4406e-01,\n",
       "                       1.9346e-02, -3.4422e-01, -6.7585e-01, -4.4838e-01, -1.6284e-01,\n",
       "                      -6.8013e-01])),\n",
       "             ('layer3.0.bn1.running_var',\n",
       "              tensor([0.2509, 0.2989, 0.2810, 0.2616, 0.3038, 0.3614, 0.1749, 0.2615, 0.2315,\n",
       "                      0.2593, 0.3199, 0.2039, 0.3937, 0.2819, 0.6928, 0.1669, 0.1971, 0.2347,\n",
       "                      0.1798, 0.2584, 0.2045, 0.2247, 0.2575, 0.1896, 0.2243, 0.3290, 0.2262,\n",
       "                      0.1629, 0.1750, 0.2162, 0.2686, 0.1990, 0.3028, 0.2474, 0.6300, 0.2747,\n",
       "                      0.2340, 0.2184, 0.3476, 0.1966, 0.1739, 0.2011, 0.1882, 0.1917, 0.2349,\n",
       "                      0.1796, 0.2018, 0.1950, 0.2186, 0.2595, 0.1522, 0.2088, 0.1380, 0.5258,\n",
       "                      0.1659, 0.3283, 0.1931, 0.2347, 0.1449, 0.2613, 0.2720, 0.1855, 0.2469,\n",
       "                      0.2337, 0.2525, 0.1487, 0.1740, 0.2101, 0.3507, 0.1668, 0.2851, 0.1874,\n",
       "                      0.1725, 0.2619, 0.1903, 0.2774, 0.1875, 0.2584, 0.1635, 0.2693, 0.1709,\n",
       "                      0.7093, 0.2264, 0.2439, 0.2717, 0.2020, 0.2420, 0.1979, 0.3249, 0.2325,\n",
       "                      0.2174, 0.2400, 0.2201, 0.1914, 0.2311, 0.4723, 0.2749, 0.2033, 0.4373,\n",
       "                      0.2124, 0.1956, 0.1570, 0.2497, 0.2723, 0.1928, 0.2726, 0.1942, 0.2862,\n",
       "                      0.2731, 0.2348, 0.3259, 0.3079, 0.2799, 0.1865, 0.2416, 0.2262, 0.3502,\n",
       "                      0.2169, 0.2371, 0.1750, 0.2822, 0.1983, 0.3979, 0.2380, 0.1798, 0.2661,\n",
       "                      0.1640, 0.4260, 0.2032, 0.1764, 0.1802, 0.2821, 0.4783, 0.1895, 0.3361,\n",
       "                      0.2009, 0.1541, 0.2021, 0.2365, 0.3530, 0.1833, 0.6131, 0.1840, 0.2772,\n",
       "                      0.2735, 0.1799, 0.4005, 0.2144, 0.2677, 0.2665, 0.4213, 0.2373, 0.2408,\n",
       "                      0.2575, 0.3893, 0.1723, 0.3173, 0.2014, 0.5098, 0.2254, 0.2103, 0.3155,\n",
       "                      0.3065, 0.1814, 0.2512, 0.1665, 0.2078, 0.2352, 0.2161, 0.1674, 0.4302,\n",
       "                      0.3045, 0.3518, 0.1620, 0.2234, 0.2028, 0.1523, 0.3315, 0.2086, 0.3005,\n",
       "                      0.2760, 0.1988, 0.1683, 0.2111, 0.3077, 0.2803, 0.3045, 0.1773, 0.1797,\n",
       "                      0.1470, 0.2122, 0.2147, 0.1688, 0.1913, 0.2067, 0.2444, 0.2609, 0.2750,\n",
       "                      0.2597, 0.2373, 0.2216, 0.3981, 0.7746, 0.2015, 0.1734, 0.3637, 0.1748,\n",
       "                      0.2495, 0.2457, 0.1559, 0.2741, 0.3765, 0.2767, 0.2841, 0.2553, 0.1582,\n",
       "                      0.3328, 0.1996, 0.2284, 0.2720, 0.2520, 0.2724, 0.1931, 0.2924, 0.2629,\n",
       "                      0.3760, 0.2206, 0.2616, 0.1907, 0.2821, 0.2752, 0.2303, 0.2730, 0.2340,\n",
       "                      0.2235, 0.1466, 0.2869, 0.2763, 0.2823, 0.1843, 0.1804, 0.2244, 0.1840,\n",
       "                      0.1446, 0.2126, 0.1792, 0.2546, 0.1661, 0.1881, 0.1667, 0.2371, 0.2523,\n",
       "                      0.2260, 0.2728, 0.2028, 0.4802])),\n",
       "             ('layer3.0.bn1.weight', Parameter containing:\n",
       "              tensor([0.2856, 0.2425, 0.3032, 0.3168, 0.3011, 0.3475, 0.3076, 0.3105, 0.3646,\n",
       "                      0.3255, 0.2195, 0.3167, 0.2674, 0.3104, 0.3026, 0.3443, 0.2915, 0.3379,\n",
       "                      0.2887, 0.2996, 0.3588, 0.3164, 0.2882, 0.2917, 0.3492, 0.3749, 0.3587,\n",
       "                      0.3166, 0.2756, 0.2978, 0.3364, 0.2893, 0.3106, 0.2506, 0.3460, 0.3621,\n",
       "                      0.2570, 0.3695, 0.2935, 0.3286, 0.3243, 0.3188, 0.3093, 0.3314, 0.3550,\n",
       "                      0.2978, 0.2737, 0.3023, 0.3179, 0.2831, 0.3065, 0.3390, 0.3053, 0.3099,\n",
       "                      0.3017, 0.3472, 0.3034, 0.2935, 0.3352, 0.3676, 0.3163, 0.3404, 0.3078,\n",
       "                      0.2819, 0.3794, 0.3083, 0.2778, 0.3363, 0.2284, 0.3259, 0.2790, 0.3072,\n",
       "                      0.2975, 0.3847, 0.3372, 0.2253, 0.2827, 0.3737, 0.2796, 0.3485, 0.3879,\n",
       "                      0.3288, 0.3340, 0.3335, 0.2756, 0.3500, 0.2897, 0.2798, 0.2907, 0.3220,\n",
       "                      0.3824, 0.3522, 0.3278, 0.3689, 0.3147, 0.3600, 0.3123, 0.2519, 0.2355,\n",
       "                      0.3211, 0.3203, 0.3345, 0.2768, 0.3341, 0.3153, 0.3175, 0.2224, 0.2956,\n",
       "                      0.3206, 0.2658, 0.3662, 0.2715, 0.3655, 0.3427, 0.2820, 0.2754, 0.4669,\n",
       "                      0.3090, 0.3468, 0.3144, 0.3220, 0.2765, 0.3301, 0.3219, 0.3152, 0.2813,\n",
       "                      0.2497, 0.3514, 0.3264, 0.3014, 0.2734, 0.3522, 0.3831, 0.3028, 0.2940,\n",
       "                      0.2825, 0.3099, 0.2373, 0.2705, 0.4189, 0.2985, 0.3841, 0.2754, 0.3091,\n",
       "                      0.3169, 0.2824, 0.2749, 0.3493, 0.4018, 0.3108, 0.2176, 0.2821, 0.3199,\n",
       "                      0.3358, 0.2468, 0.3332, 0.2876, 0.2964, 0.2385, 0.3451, 0.3081, 0.2760,\n",
       "                      0.2533, 0.2576, 0.3092, 0.2950, 0.3089, 0.3113, 0.3475, 0.3172, 0.2474,\n",
       "                      0.3371, 0.3450, 0.3189, 0.3150, 0.3008, 0.2694, 0.3730, 0.3235, 0.2988,\n",
       "                      0.2812, 0.3245, 0.3630, 0.2843, 0.3533, 0.3451, 0.3244, 0.3524, 0.3118,\n",
       "                      0.3429, 0.3215, 0.2748, 0.3287, 0.3656, 0.2901, 0.2523, 0.3284, 0.2523,\n",
       "                      0.3426, 0.2851, 0.2918, 0.2497, 0.5159, 0.3026, 0.2743, 0.2379, 0.3524,\n",
       "                      0.3394, 0.2264, 0.2652, 0.3759, 0.3777, 0.2459, 0.3046, 0.3067, 0.3775,\n",
       "                      0.2976, 0.3552, 0.2696, 0.2649, 0.2872, 0.2985, 0.2867, 0.3676, 0.3494,\n",
       "                      0.3823, 0.3246, 0.3567, 0.2662, 0.3357, 0.2935, 0.2987, 0.2664, 0.3019,\n",
       "                      0.3175, 0.2436, 0.3274, 0.2764, 0.2466, 0.2876, 0.3060, 0.3157, 0.3329,\n",
       "                      0.2984, 0.2961, 0.3309, 0.3729, 0.3238, 0.3491, 0.3342, 0.3037, 0.3578,\n",
       "                      0.2849, 0.2827, 0.2809, 0.3249], requires_grad=True)),\n",
       "             ('layer3.0.bn1.bias', Parameter containing:\n",
       "              tensor([-0.0915,  0.0189, -0.1235, -0.0613, -0.1003, -0.1306, -0.1473, -0.1079,\n",
       "                      -0.2438, -0.1113,  0.1361, -0.1477,  0.0387, -0.0907,  0.0352, -0.1851,\n",
       "                      -0.1319, -0.1746, -0.0815, -0.1004, -0.3394, -0.1712, -0.0807, -0.1228,\n",
       "                      -0.2263, -0.1503, -0.2314, -0.2327, -0.0854, -0.0802, -0.0716, -0.0839,\n",
       "                      -0.0592,  0.0358, -0.0322, -0.2197,  0.0027, -0.1471, -0.0264, -0.1886,\n",
       "                      -0.2417, -0.1494, -0.1904, -0.1089, -0.2657, -0.1362, -0.0487, -0.1340,\n",
       "                      -0.0930, -0.0064, -0.1721, -0.1476, -0.1714,  0.0336, -0.1011, -0.1761,\n",
       "                      -0.1184, -0.0482, -0.3260, -0.1555, -0.0169, -0.2373, -0.1015, -0.1051,\n",
       "                      -0.2738, -0.1917, -0.0503, -0.1098,  0.1484, -0.2282, -0.0700, -0.1427,\n",
       "                      -0.1417, -0.3096, -0.2043,  0.0269, -0.0779, -0.0842, -0.0464, -0.1429,\n",
       "                      -0.3917,  0.0257, -0.1779, -0.0993, -0.0507, -0.2222, -0.0951, -0.0861,\n",
       "                      -0.0743, -0.1666, -0.2054, -0.1782, -0.1150, -0.2525, -0.0694, -0.0536,\n",
       "                      -0.0499, -0.0311,  0.1212, -0.0988, -0.1570, -0.3093, -0.0797, -0.0994,\n",
       "                      -0.1774, -0.0505,  0.0766, -0.0480, -0.1278, -0.0651, -0.1737,  0.0303,\n",
       "                      -0.1334, -0.2435, -0.0746, -0.0365, -0.1843, -0.0887, -0.1924, -0.1110,\n",
       "                      -0.1458, -0.0895, -0.0956, -0.2042, -0.1338, -0.0637, -0.0699, -0.1656,\n",
       "                      -0.1521, -0.1317, -0.0826, -0.2470, -0.1174, -0.1475, -0.0840, -0.0681,\n",
       "                      -0.1789,  0.0288, -0.0362, -0.3005, -0.1441, -0.0812, -0.0492, -0.0657,\n",
       "                      -0.1249, -0.1104,  0.0187, -0.1351, -0.1944, -0.0909,  0.2067, -0.1081,\n",
       "                      -0.2499, -0.0999,  0.0507, -0.1899, -0.0369, -0.1432,  0.1279, -0.1782,\n",
       "                      -0.1172, -0.0099,  0.0785, -0.0681, -0.0365, -0.1596, -0.1606, -0.0922,\n",
       "                      -0.1773, -0.1788,  0.0306, -0.1101, -0.1355, -0.2244, -0.0860, -0.1232,\n",
       "                      -0.0927, -0.1666, -0.1393, -0.0898, -0.0614, -0.1740, -0.2503, -0.0593,\n",
       "                      -0.1272, -0.1422, -0.0743, -0.2208, -0.2207, -0.2742, -0.1302, -0.0916,\n",
       "                      -0.1696, -0.2481, -0.1524,  0.0410, -0.1077,  0.0408, -0.1915, -0.0697,\n",
       "                      -0.1049, -0.0110, -0.3257, -0.1336, -0.1021,  0.0128, -0.2717, -0.1245,\n",
       "                       0.0288, -0.1025, -0.2405, -0.1476,  0.1008, -0.0220, -0.0983, -0.4417,\n",
       "                      -0.0774, -0.3207, -0.0272, -0.0726, -0.0608, -0.0430, -0.0872, -0.1280,\n",
       "                      -0.1608, -0.1529, -0.1745, -0.1702, -0.0486, -0.1459, -0.0552, -0.0808,\n",
       "                      -0.0264, -0.0952, -0.1126, -0.0452, -0.0837, -0.0331,  0.0127, -0.0865,\n",
       "                      -0.1446, -0.0732, -0.2160, -0.0952, -0.1297, -0.2008, -0.2135, -0.2204,\n",
       "                      -0.2381, -0.1787, -0.1386, -0.1901, -0.0981, -0.0850, -0.0761, -0.0586],\n",
       "                     requires_grad=True)),\n",
       "             ('layer3.0.conv2.weight', Parameter containing:\n",
       "              tensor([[[[-0.0093, -0.0339, -0.0119],\n",
       "                        [-0.0246, -0.0798, -0.0487],\n",
       "                        [-0.0435, -0.0801, -0.0653]],\n",
       "              \n",
       "                       [[-0.0289,  0.0002, -0.0286],\n",
       "                        [ 0.0099,  0.0103, -0.0177],\n",
       "                        [-0.0107,  0.0028, -0.0125]],\n",
       "              \n",
       "                       [[-0.0147,  0.0226,  0.0044],\n",
       "                        [ 0.0155,  0.0109, -0.0040],\n",
       "                        [-0.0208, -0.0180, -0.0173]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0003, -0.0041, -0.0008],\n",
       "                        [-0.0217, -0.0223, -0.0299],\n",
       "                        [ 0.0105,  0.0035, -0.0114]],\n",
       "              \n",
       "                       [[ 0.0097,  0.0184,  0.0370],\n",
       "                        [ 0.0037,  0.0104,  0.0152],\n",
       "                        [ 0.0084,  0.0183,  0.0302]],\n",
       "              \n",
       "                       [[ 0.0014,  0.0084,  0.0097],\n",
       "                        [ 0.0265,  0.0415,  0.0553],\n",
       "                        [ 0.0169,  0.0610,  0.0563]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0117,  0.0165,  0.0051],\n",
       "                        [ 0.0294,  0.0204,  0.0216],\n",
       "                        [ 0.0079,  0.0133,  0.0117]],\n",
       "              \n",
       "                       [[-0.0153, -0.0213, -0.0090],\n",
       "                        [-0.0292, -0.0516, -0.0436],\n",
       "                        [-0.0045, -0.0372, -0.0420]],\n",
       "              \n",
       "                       [[ 0.0003,  0.0398, -0.0001],\n",
       "                        [ 0.0129,  0.0332,  0.0163],\n",
       "                        [-0.0096, -0.0057, -0.0170]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0447,  0.0082,  0.0169],\n",
       "                        [-0.0066, -0.0371, -0.0059],\n",
       "                        [-0.0239, -0.0607, -0.0289]],\n",
       "              \n",
       "                       [[-0.0057, -0.0423, -0.0219],\n",
       "                        [-0.0228, -0.0314, -0.0583],\n",
       "                        [-0.0196, -0.0530, -0.0485]],\n",
       "              \n",
       "                       [[ 0.0065,  0.0033,  0.0093],\n",
       "                        [ 0.0010, -0.0049, -0.0110],\n",
       "                        [-0.0160, -0.0101, -0.0146]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0061, -0.0067, -0.0069],\n",
       "                        [-0.0052, -0.0089, -0.0143],\n",
       "                        [-0.0115, -0.0171, -0.0237]],\n",
       "              \n",
       "                       [[ 0.0399,  0.0167,  0.0210],\n",
       "                        [ 0.0165, -0.0262, -0.0116],\n",
       "                        [ 0.0059, -0.0206, -0.0153]],\n",
       "              \n",
       "                       [[ 0.0060,  0.0242,  0.0207],\n",
       "                        [ 0.0050, -0.0062,  0.0148],\n",
       "                        [ 0.0099, -0.0279, -0.0054]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0097, -0.0017, -0.0101],\n",
       "                        [-0.0006,  0.0434,  0.0381],\n",
       "                        [ 0.0038,  0.0450,  0.0392]],\n",
       "              \n",
       "                       [[ 0.0134,  0.0069,  0.0196],\n",
       "                        [ 0.0068,  0.0250,  0.0152],\n",
       "                        [ 0.0018, -0.0044,  0.0037]],\n",
       "              \n",
       "                       [[-0.0174, -0.0163, -0.0240],\n",
       "                        [-0.0197, -0.0174, -0.0178],\n",
       "                        [-0.0300, -0.0137, -0.0211]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0066,  0.0061,  0.0284],\n",
       "                        [-0.0130, -0.0509, -0.0204],\n",
       "                        [-0.0154, -0.0149, -0.0181]],\n",
       "              \n",
       "                       [[ 0.0123,  0.0325,  0.0227],\n",
       "                        [-0.0042, -0.0181,  0.0022],\n",
       "                        [ 0.0029, -0.0174,  0.0032]],\n",
       "              \n",
       "                       [[-0.0110,  0.0111, -0.0142],\n",
       "                        [ 0.0082,  0.0301,  0.0416],\n",
       "                        [ 0.0006,  0.0002,  0.0213]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0008,  0.0266,  0.0118],\n",
       "                        [-0.0159, -0.0074, -0.0051],\n",
       "                        [ 0.0042, -0.0069, -0.0073]],\n",
       "              \n",
       "                       [[-0.0070,  0.0010,  0.0019],\n",
       "                        [ 0.0061,  0.0510, -0.0035],\n",
       "                        [-0.0081, -0.0303, -0.0174]],\n",
       "              \n",
       "                       [[-0.0100,  0.0003, -0.0011],\n",
       "                        [-0.0015, -0.0297, -0.0195],\n",
       "                        [-0.0010,  0.0049,  0.0151]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0161,  0.0126,  0.0055],\n",
       "                        [-0.0132, -0.0196, -0.0208],\n",
       "                        [-0.0077, -0.0230, -0.0202]],\n",
       "              \n",
       "                       [[-0.0019,  0.0530,  0.0134],\n",
       "                        [ 0.0027,  0.0249,  0.0167],\n",
       "                        [-0.0192, -0.0188, -0.0200]],\n",
       "              \n",
       "                       [[ 0.0081,  0.0300,  0.0006],\n",
       "                        [ 0.0036,  0.0254, -0.0104],\n",
       "                        [-0.0010, -0.0193, -0.0121]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0163,  0.0251,  0.0290],\n",
       "                        [-0.0073, -0.0014,  0.0124],\n",
       "                        [-0.0211, -0.0347, -0.0195]],\n",
       "              \n",
       "                       [[ 0.0165,  0.0519,  0.0494],\n",
       "                        [ 0.0058,  0.0199,  0.0363],\n",
       "                        [-0.0049, -0.0165, -0.0130]],\n",
       "              \n",
       "                       [[-0.0102, -0.0308, -0.0340],\n",
       "                        [ 0.0055, -0.0109,  0.0005],\n",
       "                        [ 0.0382,  0.0209,  0.0326]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0184, -0.0031,  0.0103],\n",
       "                        [-0.0072, -0.0013, -0.0070],\n",
       "                        [ 0.0217,  0.0011, -0.0033]],\n",
       "              \n",
       "                       [[-0.0166,  0.0002, -0.0092],\n",
       "                        [ 0.0150,  0.0584,  0.0218],\n",
       "                        [-0.0136,  0.0181,  0.0164]],\n",
       "              \n",
       "                       [[ 0.0219,  0.0316,  0.0183],\n",
       "                        [-0.0021, -0.0156,  0.0203],\n",
       "                        [ 0.0053,  0.0005,  0.0157]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0045, -0.0025,  0.0017],\n",
       "                        [-0.0052, -0.0088,  0.0137],\n",
       "                        [-0.0107,  0.0010,  0.0170]],\n",
       "              \n",
       "                       [[-0.0060, -0.0368,  0.0031],\n",
       "                        [ 0.0102,  0.0291, -0.0007],\n",
       "                        [ 0.0099,  0.0600,  0.0272]],\n",
       "              \n",
       "                       [[-0.0092, -0.0183,  0.0062],\n",
       "                        [-0.0319, -0.0294, -0.0149],\n",
       "                        [-0.0148, -0.0123, -0.0236]]]], requires_grad=True)),\n",
       "             ('layer3.0.bn2.running_mean',\n",
       "              tensor([-0.1898, -0.4822, -0.0088,  0.0064, -0.3401, -0.1041, -0.1626, -0.2259,\n",
       "                      -0.1119, -0.3254, -0.0254, -0.2351, -0.0790, -0.3306, -0.0956, -0.0415,\n",
       "                      -0.3207, -0.0037, -0.1830, -0.1295, -0.2069, -0.2632, -0.1351, -0.1295,\n",
       "                      -0.2527, -0.0104, -0.0875, -0.3375, -0.5001, -0.1199, -0.1989, -0.2964,\n",
       "                      -0.1924, -0.2904, -0.0091, -0.0104,  0.0738, -0.1760,  0.0442, -0.2232,\n",
       "                       0.0376, -0.1235, -0.0065, -0.2524, -0.0120,  0.0555,  0.1533, -0.1421,\n",
       "                      -0.1160, -0.0893, -0.1547, -0.1615,  0.0208, -0.3496, -0.1477, -0.6155,\n",
       "                      -0.1364, -0.0405, -0.3246, -0.1697,  0.1694, -0.0662, -0.2076, -0.3969,\n",
       "                      -0.2936,  0.1080, -0.2798, -0.0859, -0.0713, -0.3520, -0.0642, -0.1993,\n",
       "                       0.0202, -0.3808, -0.0833, -0.1321, -0.3009, -0.1800,  0.0824, -0.0532,\n",
       "                       0.1538,  0.1777,  0.1837, -0.1972, -0.0083, -0.2135, -0.3881, -0.1686,\n",
       "                      -0.1149,  0.2055, -0.2054, -0.1345, -0.1579, -0.1801, -0.2133, -0.2940,\n",
       "                      -0.2087, -0.0419, -0.2158, -0.0453, -0.2935, -0.1574,  0.0310,  0.0154,\n",
       "                      -0.1013,  0.0401, -0.4071, -0.2852, -0.2954, -0.2261, -0.1083,  0.1359,\n",
       "                      -0.6190, -0.1957, -0.2018, -0.0181, -0.3157, -0.0974, -0.2188,  0.0105,\n",
       "                      -0.0686, -0.2937, -0.3168, -0.1745,  0.0286, -0.1721, -0.2043, -0.2114,\n",
       "                      -0.2032, -0.2170,  0.0459,  0.2110, -0.1009, -0.0560,  0.1501, -0.1713,\n",
       "                       0.0171, -0.2029, -0.2175,  0.0836, -0.0215, -0.3423, -0.1450,  0.1632,\n",
       "                      -0.1679, -0.1672, -0.1634, -0.3611, -0.0664, -0.3015, -0.1192,  0.0192,\n",
       "                      -0.1420, -0.2852, -0.3039, -0.0897, -0.0659, -0.0240, -0.2212,  0.0306,\n",
       "                      -0.0083, -0.3773, -0.2584,  0.0030, -0.0981, -0.2602, -0.1212, -0.2094,\n",
       "                      -0.1398, -0.1795, -0.1467,  0.0102, -0.1396, -0.2732, -0.1427, -0.1136,\n",
       "                      -0.1668, -0.3346, -0.3108, -0.0469, -0.0733, -0.3828, -0.1082, -0.0854,\n",
       "                      -0.1564, -0.1707, -0.1396,  0.0373,  0.2787, -0.2415, -0.1196, -0.1453,\n",
       "                      -0.2642, -0.1012,  0.0470, -0.1133,  0.1593, -0.0566, -0.1868, -0.2362,\n",
       "                       0.0922,  0.1657,  0.1560, -0.1998, -0.1939,  0.1154,  0.0537, -0.2192,\n",
       "                      -0.0997, -0.2332, -0.1498,  0.0317,  0.0793, -0.2177, -0.2654, -0.2278,\n",
       "                      -0.0419,  0.0142, -0.2111, -0.0224,  0.0953, -0.1628,  0.0981, -0.1220,\n",
       "                      -0.0360, -0.3884,  0.1147,  0.0069, -0.2821, -0.6060, -0.2243,  0.0177,\n",
       "                      -0.0736, -0.1372, -0.0436,  0.1616, -0.1906, -0.2774,  0.1136,  0.1891,\n",
       "                       0.0610,  0.0161, -0.1046, -0.0830,  0.0079, -0.0963, -0.1956, -0.1445,\n",
       "                      -0.1591,  0.0612, -0.2552,  0.0082,  0.1980, -0.2280, -0.1163, -0.1644])),\n",
       "             ('layer3.0.bn2.running_var',\n",
       "              tensor([0.1079, 0.1131, 0.0924, 0.0718, 0.0979, 0.1616, 0.0678, 0.0953, 0.1568,\n",
       "                      0.1489, 0.1486, 0.1188, 0.1037, 0.3279, 0.0749, 0.0980, 0.0845, 0.0636,\n",
       "                      0.0813, 0.1006, 0.0732, 0.0642, 0.1933, 0.0824, 0.0592, 0.1489, 0.0738,\n",
       "                      0.0896, 0.2559, 0.1517, 0.0685, 0.1045, 0.1164, 0.1185, 0.0899, 0.1024,\n",
       "                      0.0694, 0.1614, 0.0858, 0.0782, 0.0630, 0.1314, 0.1087, 0.1018, 0.0709,\n",
       "                      0.0973, 0.0638, 0.0795, 0.0911, 0.0772, 0.0806, 0.0986, 0.1304, 0.1646,\n",
       "                      0.1006, 0.1233, 0.0703, 0.1033, 0.1296, 0.2374, 0.0908, 0.1296, 0.0678,\n",
       "                      0.1330, 0.2067, 0.0860, 0.1207, 0.1573, 0.1656, 0.0776, 0.1666, 0.1887,\n",
       "                      0.1168, 0.1144, 0.0464, 0.1130, 0.0565, 0.0652, 0.1031, 0.1098, 0.0761,\n",
       "                      0.1014, 0.0627, 0.0624, 0.0985, 0.1319, 0.0639, 0.0881, 0.0646, 0.1989,\n",
       "                      0.2018, 0.0689, 0.0622, 0.1239, 0.1009, 0.1935, 0.0756, 0.1753, 0.1422,\n",
       "                      0.1525, 0.0735, 0.1037, 0.0774, 0.0733, 0.1340, 0.0680, 0.1867, 0.0649,\n",
       "                      0.0885, 0.1279, 0.1967, 0.1160, 0.1611, 0.0786, 0.0696, 0.1040, 0.1400,\n",
       "                      0.0959, 0.0994, 0.0631, 0.0447, 0.1600, 0.0627, 0.1007, 0.2316, 0.1074,\n",
       "                      0.0695, 0.0526, 0.1179, 0.2217, 0.0784, 0.0968, 0.0907, 0.0670, 0.0758,\n",
       "                      0.0821, 0.1580, 0.1111, 0.0929, 0.0876, 0.0962, 0.0588, 0.0759, 0.0939,\n",
       "                      0.0777, 0.1199, 0.0678, 0.1432, 0.0874, 0.0669, 0.0881, 0.1013, 0.1303,\n",
       "                      0.0878, 0.1138, 0.0809, 0.0946, 0.0940, 0.1462, 0.1615, 0.0843, 0.1210,\n",
       "                      0.0923, 0.0445, 0.0966, 0.1024, 0.0637, 0.0707, 0.0742, 0.1396, 0.0499,\n",
       "                      0.1179, 0.0688, 0.0487, 0.0878, 0.0864, 0.0791, 0.1722, 0.0996, 0.1252,\n",
       "                      0.0556, 0.0761, 0.0729, 0.1205, 0.0550, 0.1080, 0.1323, 0.2279, 0.0527,\n",
       "                      0.0671, 0.0955, 0.1127, 0.1290, 0.0872, 0.0926, 0.0790, 0.0589, 0.1320,\n",
       "                      0.0604, 0.0704, 0.0905, 0.0549, 0.1623, 0.0629, 0.0672, 0.0640, 0.0800,\n",
       "                      0.1275, 0.1319, 0.0743, 0.1381, 0.0659, 0.1329, 0.1962, 0.0738, 0.1416,\n",
       "                      0.1639, 0.0966, 0.0992, 0.0786, 0.0766, 0.0907, 0.0760, 0.1000, 0.1351,\n",
       "                      0.0603, 0.0603, 0.0767, 0.0671, 0.1331, 0.1200, 0.0779, 0.0832, 0.0619,\n",
       "                      0.1206, 0.0986, 0.0742, 0.0960, 0.0676, 0.0902, 0.1195, 0.0415, 0.0926,\n",
       "                      0.1191, 0.1055, 0.1332, 0.0862, 0.0865, 0.0650, 0.0798, 0.0661, 0.1010,\n",
       "                      0.1038, 0.1005, 0.0945, 0.0611])),\n",
       "             ('layer3.0.bn2.weight', Parameter containing:\n",
       "              tensor([0.3212, 0.2124, 0.2661, 0.3594, 0.2785, 0.2582, 0.3108, 0.3096, 0.3348,\n",
       "                      0.2992, 0.2545, 0.2458, 0.3133, 0.4159, 0.2997, 0.3070, 0.3135, 0.4418,\n",
       "                      0.3743, 0.2570, 0.2943, 0.3078, 0.2738, 0.3948, 0.2928, 0.3572, 0.3435,\n",
       "                      0.5379, 0.4243, 0.3908, 0.2745, 0.2798, 0.3217, 0.1956, 0.2751, 0.3187,\n",
       "                      0.3507, 0.2751, 0.1919, 0.3307, 0.2850, 0.3038, 0.2179, 0.2652, 0.2944,\n",
       "                      0.2138, 0.2184, 0.2948, 0.3262, 0.3759, 0.2557, 0.3796, 0.2950, 0.3386,\n",
       "                      0.3243, 0.3070, 0.3331, 0.2302, 0.3036, 0.3377, 0.2922, 0.2204, 0.3267,\n",
       "                      0.3198, 0.4023, 0.2987, 0.4860, 0.2854, 0.2716, 0.4341, 0.2834, 0.2296,\n",
       "                      0.2507, 0.3120, 0.3673, 0.3244, 0.3380, 0.3272, 0.2868, 0.2877, 0.3210,\n",
       "                      0.2332, 0.3379, 0.2767, 0.2942, 0.2672, 0.4401, 0.2908, 0.3771, 0.2789,\n",
       "                      0.3056, 0.3276, 0.3871, 0.2453, 0.2559, 0.2783, 0.3168, 0.3410, 0.2318,\n",
       "                      0.3577, 0.5036, 0.3557, 0.2475, 0.1852, 0.2273, 0.3602, 0.2919, 0.3928,\n",
       "                      0.4423, 0.2052, 0.2524, 0.2189, 0.4113, 0.3611, 0.4284, 0.2333, 0.3504,\n",
       "                      0.7001, 0.3754, 0.2874, 0.3702, 0.3174, 0.3640, 0.2889, 0.4155, 0.2479,\n",
       "                      0.2898, 0.3740, 0.4926, 0.2808, 0.2388, 0.3473, 0.1868, 0.2837, 0.3090,\n",
       "                      0.3614, 0.2797, 0.6871, 0.2854, 0.2937, 0.3128, 0.4863, 0.2193, 0.2871,\n",
       "                      0.2554, 0.4175, 0.3044, 0.3230, 0.3343, 0.4947, 0.3924, 0.2264, 0.2657,\n",
       "                      0.4193, 0.3483, 0.3551, 0.2877, 0.2559, 0.2459, 0.2775, 0.3842, 0.2949,\n",
       "                      0.3510, 0.1926, 0.3101, 0.3417, 0.3931, 0.3918, 0.3239, 0.2851, 0.4583,\n",
       "                      0.2669, 0.2663, 0.4433, 0.3221, 0.3655, 0.3336, 0.4393, 0.3970, 0.3727,\n",
       "                      0.3523, 0.3586, 0.3286, 0.4181, 0.2955, 0.3050, 0.2988, 0.4320, 0.2309,\n",
       "                      0.3826, 0.2270, 0.2228, 0.3206, 0.3273, 0.2627, 0.3087, 0.2920, 0.2328,\n",
       "                      0.4144, 0.4075, 0.3264, 0.3583, 0.3014, 0.3150, 0.4438, 0.4042, 0.2028,\n",
       "                      0.3855, 0.2570, 0.2361, 0.2343, 0.3312, 0.2303, 0.3744, 0.4727, 0.3601,\n",
       "                      0.2754, 0.1987, 0.3027, 0.3427, 0.2994, 0.2533, 0.2639, 0.3460, 0.3847,\n",
       "                      0.4368, 0.3786, 0.3123, 0.2591, 0.3979, 0.2577, 0.3131, 0.2934, 0.3027,\n",
       "                      0.2942, 0.2266, 0.2806, 0.2977, 0.1858, 0.2788, 0.2504, 0.3948, 0.3496,\n",
       "                      0.2429, 0.2155, 0.2683, 0.4100, 0.3495, 0.4243, 0.2627, 0.3329, 0.2849,\n",
       "                      0.3924, 0.3728, 0.2655, 0.3338], requires_grad=True)),\n",
       "             ('layer3.0.bn2.bias', Parameter containing:\n",
       "              tensor([-2.6385e-02,  9.9545e-02, -6.8362e-03, -8.7678e-02,  7.8322e-03,\n",
       "                       4.0653e-02, -3.0738e-02,  5.9561e-03,  1.6938e-03,  4.7769e-02,\n",
       "                       6.3004e-02,  3.5760e-02, -5.0405e-02,  2.1372e-02, -9.0327e-03,\n",
       "                      -3.3702e-02, -4.5529e-02, -1.9238e-01, -6.7608e-02,  7.7464e-02,\n",
       "                      -3.3957e-02, -7.9947e-02,  1.3138e-01, -1.2730e-01, -6.2825e-02,\n",
       "                      -5.4973e-03, -9.1520e-02, -1.7570e-01, -8.2958e-03, -9.4468e-02,\n",
       "                       2.4915e-03, -3.1894e-02, -1.5755e-02,  1.4372e-01, -3.4770e-03,\n",
       "                       1.0756e-02, -5.1074e-02,  3.5848e-02,  8.7819e-02, -4.5240e-02,\n",
       "                      -4.5785e-02,  1.4690e-02,  6.8685e-02,  1.6806e-02, -4.7715e-02,\n",
       "                       5.6814e-02,  4.5985e-02, -5.0668e-02,  5.8914e-03, -1.0335e-01,\n",
       "                       1.0281e-02, -1.0520e-01, -1.6557e-02, -1.9213e-02, -3.4522e-02,\n",
       "                       2.0138e-02, -1.3621e-01,  3.9602e-02, -8.8277e-03, -1.0837e-02,\n",
       "                      -2.9803e-02,  7.2119e-02, -6.6893e-02, -9.4287e-03, -3.0956e-02,\n",
       "                      -2.6700e-02, -1.4184e-01,  1.1900e-01,  6.6929e-02, -2.1375e-01,\n",
       "                       4.2720e-02,  4.7782e-02,  3.3905e-02,  1.3857e-04, -1.4822e-01,\n",
       "                      -2.3684e-02, -7.4337e-02, -6.8427e-02, -2.0076e-02,  1.4697e-02,\n",
       "                      -3.9620e-02,  1.9393e-02, -6.9640e-02, -5.5779e-02,  7.9664e-03,\n",
       "                       2.3639e-02, -2.5781e-01,  6.3564e-03, -1.0041e-01,  2.8047e-02,\n",
       "                       1.5223e-02, -4.8413e-02, -1.5355e-01,  1.0493e-01,  4.9892e-02,\n",
       "                       6.5689e-02, -5.4139e-02,  7.7265e-03,  9.4090e-02, -1.9978e-02,\n",
       "                      -2.3561e-01, -6.2284e-02,  3.3363e-02,  1.1017e-01,  7.6999e-02,\n",
       "                      -3.2478e-02,  4.8089e-02, -1.4995e-01, -1.6503e-01,  1.2304e-01,\n",
       "                       7.1157e-02,  5.8895e-02, -4.8155e-02, -9.7220e-02, -1.8604e-01,\n",
       "                       8.5326e-02, -5.1602e-02, -3.0799e-01, -6.0410e-02, -7.7131e-02,\n",
       "                      -2.7282e-01,  2.8950e-02, -1.3280e-01,  1.7264e-02, -3.9184e-02,\n",
       "                       5.4153e-02, -3.7219e-02, -1.5283e-01, -1.7663e-01,  8.3937e-02,\n",
       "                       6.9329e-02, -8.2645e-02,  1.1178e-01, -5.0772e-02, -4.4772e-02,\n",
       "                      -3.7455e-02,  3.0361e-02, -3.7824e-01,  1.4857e-02,  6.8245e-03,\n",
       "                      -5.2090e-02, -2.9501e-01,  8.9860e-02,  2.9646e-02,  1.9930e-02,\n",
       "                      -8.3483e-02, -9.6416e-02, -2.3830e-02,  3.4911e-02, -2.6626e-01,\n",
       "                      -1.6184e-01,  7.3552e-02,  2.7568e-02, -1.1087e-01, -1.0322e-02,\n",
       "                      -9.7499e-02,  1.3995e-02,  1.0802e-02,  7.8444e-02,  1.3057e-02,\n",
       "                      -3.9476e-02,  2.4805e-02, -7.7445e-02, -2.8419e-02,  1.0412e-02,\n",
       "                      -4.2330e-02, -1.6634e-01, -9.4908e-02, -3.4328e-02,  4.5544e-02,\n",
       "                      -3.0001e-01, -6.9376e-03,  1.4103e-02, -2.6155e-01, -7.3598e-02,\n",
       "                      -1.0627e-01, -1.0544e-02, -7.1160e-02, -1.0339e-01, -2.9787e-02,\n",
       "                      -1.4277e-01, -5.1710e-02, -5.7126e-02, -5.4392e-02, -4.2260e-02,\n",
       "                      -8.5120e-03,  1.5887e-02, -6.5358e-02, -6.1346e-02, -1.4502e-01,\n",
       "                       3.9939e-02,  8.1640e-02, -7.7597e-03, -3.4062e-02,  3.1969e-02,\n",
       "                      -4.4756e-02, -7.0306e-02,  1.0213e-01, -1.7993e-01, -2.1173e-01,\n",
       "                      -5.9797e-02, -1.1596e-01,  3.9271e-02, -4.5443e-02, -1.8446e-01,\n",
       "                      -1.0848e-01,  5.5781e-02, -6.3649e-02,  1.6825e-02,  1.6623e-04,\n",
       "                       7.9866e-02, -6.7240e-02,  7.9827e-02, -3.9905e-03, -1.9016e-01,\n",
       "                       2.0026e-02,  7.3181e-02,  1.0323e-01, -2.6431e-02,  2.3963e-02,\n",
       "                      -4.4247e-02,  2.2896e-02,  2.3444e-02, -2.3481e-02,  1.0516e-02,\n",
       "                      -2.1494e-01, -1.2810e-01, -1.8338e-02, -6.0221e-04, -5.1624e-02,\n",
       "                       5.6575e-02, -5.4297e-02,  1.4146e-02, -4.9852e-02,  6.7255e-02,\n",
       "                       5.1713e-02, -4.0266e-03,  3.5057e-02,  8.2781e-02,  1.0034e-02,\n",
       "                       5.9230e-02, -2.0429e-01, -7.6169e-02,  4.1432e-02,  7.7517e-02,\n",
       "                       7.6005e-02, -1.5919e-01, -8.3613e-02, -1.6625e-01,  2.2968e-03,\n",
       "                      -6.8489e-02,  3.8119e-02, -9.8731e-02, -2.0290e-02,  1.5394e-02,\n",
       "                      -1.0548e-01], requires_grad=True)),\n",
       "             ('layer3.0.downsample.0.weight', Parameter containing:\n",
       "              tensor([[[[ 0.0081]],\n",
       "              \n",
       "                       [[-0.0192]],\n",
       "              \n",
       "                       [[-0.0173]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0128]],\n",
       "              \n",
       "                       [[ 0.0025]],\n",
       "              \n",
       "                       [[ 0.0054]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0143]],\n",
       "              \n",
       "                       [[-0.0554]],\n",
       "              \n",
       "                       [[-0.0346]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0275]],\n",
       "              \n",
       "                       [[ 0.0360]],\n",
       "              \n",
       "                       [[ 0.0240]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0076]],\n",
       "              \n",
       "                       [[ 0.0207]],\n",
       "              \n",
       "                       [[-0.0101]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0278]],\n",
       "              \n",
       "                       [[ 0.0064]],\n",
       "              \n",
       "                       [[-0.0022]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0336]],\n",
       "              \n",
       "                       [[-0.0424]],\n",
       "              \n",
       "                       [[ 0.0226]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0330]],\n",
       "              \n",
       "                       [[-0.0009]],\n",
       "              \n",
       "                       [[-0.0177]]],\n",
       "              \n",
       "              \n",
       "                      [[[-0.0114]],\n",
       "              \n",
       "                       [[-0.0183]],\n",
       "              \n",
       "                       [[ 0.0076]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0151]],\n",
       "              \n",
       "                       [[ 0.0332]],\n",
       "              \n",
       "                       [[ 0.0002]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 0.0063]],\n",
       "              \n",
       "                       [[-0.0200]],\n",
       "              \n",
       "                       [[ 0.0010]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-0.0191]],\n",
       "              \n",
       "                       [[ 0.0455]],\n",
       "              \n",
       "                       [[ 0.0078]]]], requires_grad=True)),\n",
       "             ('layer3.0.downsample.1.running_mean',\n",
       "              tensor([-0.1077, -0.1229, -0.0681, -0.1930, -0.0571, -0.0224, -0.0338, -0.2437,\n",
       "                      -0.0447,  0.0452,  0.0008,  0.0606, -0.0686, -0.0411,  0.0435, -0.0873,\n",
       "                      -0.2157, -0.1593, -0.0157, -0.0698, -0.1796, -0.0204,  0.0443, -0.1573,\n",
       "                      -0.0407, -0.1830,  0.0180, -0.0895, -0.0434, -0.2033, -0.0171,  0.1442,\n",
       "                      -0.0797, -0.1848, -0.0201, -0.0438, -0.1435, -0.0157,  0.0630, -0.0223,\n",
       "                      -0.1470, -0.0833, -0.1568,  0.0180,  0.0083,  0.1125, -0.0936,  0.0647,\n",
       "                      -0.1352, -0.1372,  0.1363, -0.1031, -0.1675, -0.2070, -0.0078, -0.0178,\n",
       "                       0.1123, -0.0876, -0.1877,  0.0247, -0.2548, -0.1413, -0.0916, -0.1613,\n",
       "                       0.0087, -0.2045, -0.0420, -0.0763, -0.0522, -0.0029, -0.0424,  0.1541,\n",
       "                       0.0664, -0.0733, -0.0935, -0.0226, -0.1797,  0.0129,  0.0465, -0.1008,\n",
       "                      -0.0652,  0.0088, -0.0120,  0.0576, -0.0571, -0.0667, -0.0228, -0.0880,\n",
       "                      -0.0192,  0.0915,  0.0212, -0.2866, -0.1851,  0.0631, -0.0325,  0.0106,\n",
       "                      -0.0163, -0.1375, -0.0208,  0.0400,  0.0382, -0.1582, -0.0242, -0.0104,\n",
       "                      -0.0253, -0.0071, -0.0822, -0.0029,  0.0168, -0.1328, -0.0639,  0.0832,\n",
       "                      -0.0666, -0.0080, -0.0459,  0.0450, -0.1013, -0.0630, -0.0629, -0.1361,\n",
       "                      -0.0500, -0.0488,  0.1090, -0.0700, -0.0801, -0.1030, -0.0278, -0.1242,\n",
       "                      -0.0585, -0.0263, -0.0371, -0.0678, -0.1683,  0.0122,  0.0382, -0.0072,\n",
       "                      -0.0424, -0.0864, -0.0058,  0.0969, -0.2232,  0.0251, -0.0298, -0.0126,\n",
       "                       0.0531, -0.2009, -0.2212, -0.0022,  0.0396, -0.0029, -0.1377,  0.0226,\n",
       "                       0.0195, -0.1747,  0.0619, -0.1538, -0.0896,  0.0758, -0.0461,  0.0011,\n",
       "                      -0.0787, -0.0877, -0.2203, -0.0431,  0.0743, -0.1289, -0.0960, -0.0841,\n",
       "                       0.0581, -0.1059, -0.1513, -0.0834,  0.0357, -0.0917,  0.0641,  0.0595,\n",
       "                      -0.1210, -0.0276,  0.0376, -0.0100, -0.1370, -0.0962, -0.2814, -0.1033,\n",
       "                      -0.0437, -0.0338, -0.0591, -0.0691, -0.0883, -0.0485,  0.0748, -0.0378,\n",
       "                      -0.0478,  0.0189, -0.0546, -0.0145,  0.0332, -0.0593,  0.0225, -0.1374,\n",
       "                      -0.1181,  0.0559,  0.0222, -0.0021, -0.0954, -0.0417,  0.0799, -0.1447,\n",
       "                      -0.0297, -0.0955,  0.0598,  0.0732, -0.0074,  0.0402, -0.0222,  0.0747,\n",
       "                       0.0112,  0.1270, -0.0274, -0.0054,  0.0149, -0.0263, -0.0373, -0.0971,\n",
       "                       0.0749, -0.1377, -0.1877, -0.0638, -0.1487, -0.0099, -0.0275,  0.0011,\n",
       "                      -0.0404,  0.0556, -0.1120, -0.1673,  0.0402, -0.1795,  0.0676,  0.0220,\n",
       "                      -0.0813,  0.0919, -0.0402,  0.0192,  0.0033, -0.0220, -0.1673, -0.1087,\n",
       "                      -0.1025,  0.0476, -0.1374,  0.0058, -0.0772, -0.0445,  0.0144, -0.1149])),\n",
       "             ('layer3.0.downsample.1.running_var',\n",
       "              tensor([0.0132, 0.0134, 0.0061, 0.0232, 0.0106, 0.0130, 0.0181, 0.0222, 0.0059,\n",
       "                      0.0081, 0.0094, 0.0201, 0.0132, 0.0430, 0.0166, 0.0087, 0.0165, 0.0257,\n",
       "                      0.0080, 0.0050, 0.0279, 0.0039, 0.0073, 0.0152, 0.0213, 0.0290, 0.0211,\n",
       "                      0.0060, 0.0119, 0.0135, 0.0132, 0.0241, 0.0105, 0.0178, 0.0141, 0.0218,\n",
       "                      0.0099, 0.0111, 0.0122, 0.0133, 0.0187, 0.0161, 0.0150, 0.0130, 0.0116,\n",
       "                      0.0100, 0.0070, 0.0251, 0.0105, 0.0141, 0.0182, 0.0239, 0.0246, 0.0203,\n",
       "                      0.0193, 0.0167, 0.0239, 0.0135, 0.0193, 0.0247, 0.0228, 0.0136, 0.0149,\n",
       "                      0.0246, 0.0276, 0.0288, 0.0087, 0.0066, 0.0106, 0.0107, 0.0093, 0.0200,\n",
       "                      0.0222, 0.0221, 0.0162, 0.0116, 0.0159, 0.0080, 0.0108, 0.0127, 0.0206,\n",
       "                      0.0144, 0.0155, 0.0185, 0.0209, 0.0097, 0.0045, 0.0141, 0.0085, 0.0129,\n",
       "                      0.0123, 0.0344, 0.0148, 0.0058, 0.0081, 0.0087, 0.0129, 0.0231, 0.0142,\n",
       "                      0.0100, 0.0120, 0.0157, 0.0207, 0.0093, 0.0117, 0.0112, 0.0115, 0.0165,\n",
       "                      0.0175, 0.0098, 0.0174, 0.0109, 0.0110, 0.0135, 0.0078, 0.0057, 0.0187,\n",
       "                      0.0102, 0.0113, 0.0083, 0.0099, 0.0111, 0.0144, 0.0232, 0.0251, 0.0091,\n",
       "                      0.0106, 0.0073, 0.0166, 0.0148, 0.0057, 0.0345, 0.0199, 0.0205, 0.0091,\n",
       "                      0.0127, 0.0109, 0.0261, 0.0109, 0.0069, 0.0227, 0.0075, 0.0164, 0.0102,\n",
       "                      0.0074, 0.0135, 0.0153, 0.0258, 0.0075, 0.0092, 0.0235, 0.0072, 0.0083,\n",
       "                      0.0125, 0.0148, 0.0110, 0.0154, 0.0050, 0.0061, 0.0098, 0.0135, 0.0167,\n",
       "                      0.0288, 0.0032, 0.0153, 0.0131, 0.0191, 0.0100, 0.0202, 0.0148, 0.0112,\n",
       "                      0.0068, 0.0144, 0.0097, 0.0213, 0.0152, 0.0133, 0.0068, 0.0129, 0.0062,\n",
       "                      0.0064, 0.0073, 0.0227, 0.0084, 0.0197, 0.0101, 0.0198, 0.0221, 0.0074,\n",
       "                      0.0117, 0.0268, 0.0064, 0.0085, 0.0130, 0.0120, 0.0093, 0.0114, 0.0168,\n",
       "                      0.0082, 0.0107, 0.0165, 0.0207, 0.0095, 0.0196, 0.0133, 0.0113, 0.0051,\n",
       "                      0.0154, 0.0111, 0.0284, 0.0118, 0.0119, 0.0154, 0.0210, 0.0112, 0.0107,\n",
       "                      0.0075, 0.0149, 0.0129, 0.0059, 0.0041, 0.0202, 0.0154, 0.0106, 0.0034,\n",
       "                      0.0114, 0.0307, 0.0070, 0.0301, 0.0183, 0.0070, 0.0059, 0.0081, 0.0187,\n",
       "                      0.0067, 0.0188, 0.0138, 0.0068, 0.0084, 0.0153, 0.0149, 0.0136, 0.0200,\n",
       "                      0.0155, 0.0095, 0.0059, 0.0231, 0.0187, 0.0092, 0.0093, 0.0144, 0.0114,\n",
       "                      0.0115, 0.0103, 0.0105, 0.0172])),\n",
       "             ('layer3.0.downsample.1.weight', Parameter containing:\n",
       "              tensor([0.0674, 0.0514, 0.0385, 0.1692, 0.0604, 0.0460, 0.1209, 0.1110, 0.0418,\n",
       "                      0.0387, 0.0442, 0.0707, 0.0790, 0.1094, 0.0959, 0.0544, 0.1032, 0.2190,\n",
       "                      0.0459, 0.0372, 0.1410, 0.0587, 0.0360, 0.0955, 0.1657, 0.1024, 0.1417,\n",
       "                      0.0580, 0.0536, 0.0716, 0.0865, 0.1110, 0.0511, 0.0515, 0.0809, 0.1154,\n",
       "                      0.0777, 0.0449, 0.0490, 0.1056, 0.1457, 0.0744, 0.0530, 0.0600, 0.1026,\n",
       "                      0.0486, 0.0408, 0.1312, 0.0639, 0.1062, 0.0915, 0.1476, 0.0900, 0.0742,\n",
       "                      0.1069, 0.0776, 0.1423, 0.0495, 0.0974, 0.0661, 0.1292, 0.0548, 0.1145,\n",
       "                      0.0950, 0.0921, 0.1579, 0.0496, 0.0236, 0.0398, 0.0935, 0.0291, 0.0653,\n",
       "                      0.0885, 0.1190, 0.1692, 0.0692, 0.1316, 0.0606, 0.0480, 0.0654, 0.1082,\n",
       "                      0.0624, 0.1103, 0.1106, 0.1076, 0.0400, 0.0723, 0.0947, 0.0662, 0.0464,\n",
       "                      0.0444, 0.1727, 0.0921, 0.0345, 0.0451, 0.0374, 0.0940, 0.0818, 0.0397,\n",
       "                      0.0452, 0.0985, 0.1095, 0.1072, 0.0506, 0.0444, 0.0755, 0.0420, 0.1046,\n",
       "                      0.1172, 0.0447, 0.0459, 0.0409, 0.0539, 0.1036, 0.0741, 0.0311, 0.1086,\n",
       "                      0.1746, 0.0777, 0.0689, 0.1100, 0.0489, 0.1048, 0.1097, 0.1025, 0.0448,\n",
       "                      0.0675, 0.0707, 0.1364, 0.0438, 0.0346, 0.1769, 0.0667, 0.1155, 0.0628,\n",
       "                      0.0873, 0.0406, 0.2890, 0.0703, 0.0428, 0.1173, 0.1049, 0.0611, 0.0469,\n",
       "                      0.0400, 0.0744, 0.1003, 0.1012, 0.0599, 0.1078, 0.1512, 0.0322, 0.0430,\n",
       "                      0.0977, 0.0951, 0.0838, 0.0958, 0.0448, 0.0263, 0.0425, 0.1154, 0.0771,\n",
       "                      0.1781, 0.0300, 0.0699, 0.0724, 0.1600, 0.0893, 0.1130, 0.0534, 0.1359,\n",
       "                      0.0375, 0.0809, 0.1145, 0.1232, 0.0942, 0.0880, 0.0346, 0.0996, 0.0461,\n",
       "                      0.0694, 0.0630, 0.1590, 0.0509, 0.1254, 0.0590, 0.0744, 0.1084, 0.0514,\n",
       "                      0.0931, 0.0848, 0.0240, 0.0279, 0.0993, 0.0612, 0.0599, 0.1095, 0.0508,\n",
       "                      0.0658, 0.1162, 0.0833, 0.1651, 0.0505, 0.1231, 0.1228, 0.1038, 0.0369,\n",
       "                      0.0756, 0.0415, 0.1192, 0.0292, 0.0839, 0.0577, 0.0951, 0.0944, 0.0309,\n",
       "                      0.0390, 0.0604, 0.0672, 0.0501, 0.0383, 0.0946, 0.0958, 0.0501, 0.0243,\n",
       "                      0.1074, 0.1908, 0.0693, 0.1376, 0.1151, 0.0329, 0.0647, 0.0616, 0.1106,\n",
       "                      0.0358, 0.0721, 0.0851, 0.0375, 0.0368, 0.0947, 0.0464, 0.1666, 0.1049,\n",
       "                      0.0755, 0.0398, 0.0249, 0.1528, 0.1167, 0.0886, 0.0540, 0.0726, 0.0736,\n",
       "                      0.0797, 0.0854, 0.0609, 0.1263], requires_grad=True)),\n",
       "             ('layer3.0.downsample.1.bias', Parameter containing:\n",
       "              tensor([-2.6385e-02,  9.9545e-02, -6.8362e-03, -8.7678e-02,  7.8322e-03,\n",
       "                       4.0653e-02, -3.0738e-02,  5.9561e-03,  1.6938e-03,  4.7769e-02,\n",
       "                       6.3004e-02,  3.5760e-02, -5.0405e-02,  2.1372e-02, -9.0327e-03,\n",
       "                      -3.3702e-02, -4.5529e-02, -1.9238e-01, -6.7608e-02,  7.7464e-02,\n",
       "                      -3.3957e-02, -7.9947e-02,  1.3138e-01, -1.2730e-01, -6.2825e-02,\n",
       "                      -5.4973e-03, -9.1520e-02, -1.7570e-01, -8.2958e-03, -9.4468e-02,\n",
       "                       2.4915e-03, -3.1894e-02, -1.5755e-02,  1.4372e-01, -3.4770e-03,\n",
       "                       1.0756e-02, -5.1074e-02,  3.5848e-02,  8.7819e-02, -4.5240e-02,\n",
       "                      -4.5785e-02,  1.4690e-02,  6.8685e-02,  1.6806e-02, -4.7715e-02,\n",
       "                       5.6814e-02,  4.5985e-02, -5.0668e-02,  5.8914e-03, -1.0335e-01,\n",
       "                       1.0281e-02, -1.0520e-01, -1.6557e-02, -1.9213e-02, -3.4522e-02,\n",
       "                       2.0138e-02, -1.3621e-01,  3.9602e-02, -8.8277e-03, -1.0837e-02,\n",
       "                      -2.9803e-02,  7.2119e-02, -6.6893e-02, -9.4287e-03, -3.0956e-02,\n",
       "                      -2.6700e-02, -1.4184e-01,  1.1900e-01,  6.6929e-02, -2.1375e-01,\n",
       "                       4.2720e-02,  4.7782e-02,  3.3905e-02,  1.3857e-04, -1.4822e-01,\n",
       "                      -2.3684e-02, -7.4337e-02, -6.8427e-02, -2.0076e-02,  1.4697e-02,\n",
       "                      -3.9620e-02,  1.9393e-02, -6.9640e-02, -5.5779e-02,  7.9664e-03,\n",
       "                       2.3639e-02, -2.5781e-01,  6.3564e-03, -1.0041e-01,  2.8047e-02,\n",
       "                       1.5223e-02, -4.8413e-02, -1.5355e-01,  1.0493e-01,  4.9892e-02,\n",
       "                       6.5689e-02, -5.4139e-02,  7.7265e-03,  9.4090e-02, -1.9978e-02,\n",
       "                      -2.3561e-01, -6.2284e-02,  3.3363e-02,  1.1017e-01,  7.6999e-02,\n",
       "                      -3.2478e-02,  4.8089e-02, -1.4995e-01, -1.6503e-01,  1.2304e-01,\n",
       "                       7.1157e-02,  5.8895e-02, -4.8155e-02, -9.7220e-02, -1.8604e-01,\n",
       "                       8.5326e-02, -5.1602e-02, -3.0799e-01, -6.0410e-02, -7.7131e-02,\n",
       "                      -2.7282e-01,  2.8950e-02, -1.3280e-01,  1.7264e-02, -3.9184e-02,\n",
       "                       5.4153e-02, -3.7219e-02, -1.5283e-01, -1.7663e-01,  8.3937e-02,\n",
       "                       6.9329e-02, -8.2645e-02,  1.1178e-01, -5.0772e-02, -4.4772e-02,\n",
       "                      -3.7455e-02,  3.0361e-02, -3.7824e-01,  1.4857e-02,  6.8245e-03,\n",
       "                      -5.2090e-02, -2.9501e-01,  8.9860e-02,  2.9646e-02,  1.9930e-02,\n",
       "                      -8.3483e-02, -9.6416e-02, -2.3830e-02,  3.4911e-02, -2.6626e-01,\n",
       "                      -1.6184e-01,  7.3552e-02,  2.7568e-02, -1.1087e-01, -1.0322e-02,\n",
       "                      -9.7499e-02,  1.3995e-02,  1.0802e-02,  7.8444e-02,  1.3057e-02,\n",
       "                      -3.9476e-02,  2.4805e-02, -7.7445e-02, -2.8419e-02,  1.0412e-02,\n",
       "                      -4.2330e-02, -1.6634e-01, -9.4908e-02, -3.4328e-02,  4.5544e-02,\n",
       "                      -3.0001e-01, -6.9376e-03,  1.4103e-02, -2.6155e-01, -7.3598e-02,\n",
       "                      -1.0627e-01, -1.0544e-02, -7.1160e-02, -1.0339e-01, -2.9787e-02,\n",
       "                      -1.4277e-01, -5.1710e-02, -5.7126e-02, -5.4392e-02, -4.2260e-02,\n",
       "                      -8.5120e-03,  1.5887e-02, -6.5358e-02, -6.1346e-02, -1.4502e-01,\n",
       "                       3.9939e-02,  8.1640e-02, -7.7597e-03, -3.4062e-02,  3.1969e-02,\n",
       "                      -4.4756e-02, -7.0306e-02,  1.0213e-01, -1.7993e-01, -2.1173e-01,\n",
       "                      -5.9797e-02, -1.1596e-01,  3.9271e-02, -4.5443e-02, -1.8446e-01,\n",
       "                      -1.0848e-01,  5.5781e-02, -6.3649e-02,  1.6825e-02,  1.6623e-04,\n",
       "                       7.9866e-02, -6.7240e-02,  7.9827e-02, -3.9905e-03, -1.9016e-01,\n",
       "                       2.0026e-02,  7.3181e-02,  1.0323e-01, -2.6431e-02,  2.3963e-02,\n",
       "                      -4.4247e-02,  2.2896e-02,  2.3444e-02, -2.3481e-02,  1.0516e-02,\n",
       "                      -2.1494e-01, -1.2810e-01, -1.8338e-02, -6.0221e-04, -5.1624e-02,\n",
       "                       5.6575e-02, -5.4297e-02,  1.4146e-02, -4.9852e-02,  6.7255e-02,\n",
       "                       5.1713e-02, -4.0266e-03,  3.5057e-02,  8.2781e-02,  1.0034e-02,\n",
       "                       5.9230e-02, -2.0429e-01, -7.6169e-02,  4.1432e-02,  7.7517e-02,\n",
       "                       7.6005e-02, -1.5919e-01, -8.3613e-02, -1.6625e-01,  2.2968e-03,\n",
       "                      -6.8489e-02,  3.8119e-02, -9.8731e-02, -2.0290e-02,  1.5394e-02,\n",
       "                      -1.0548e-01], requires_grad=True)),\n",
       "             ('layer3.1.conv1.weight', Parameter containing:\n",
       "              tensor([[[[ 4.8367e-02,  4.8045e-02,  3.8471e-02],\n",
       "                        [ 4.9888e-02,  5.5208e-02,  5.6701e-02],\n",
       "                        [ 2.4192e-02,  1.3436e-02,  2.4655e-02]],\n",
       "              \n",
       "                       [[-3.6542e-03, -3.1100e-03,  4.9227e-03],\n",
       "                        [-1.2114e-03,  3.4020e-03,  1.9846e-02],\n",
       "                        [-2.1704e-02, -2.1158e-02, -2.8686e-03]],\n",
       "              \n",
       "                       [[-1.2536e-02, -2.0486e-02, -2.3154e-02],\n",
       "                        [-1.3515e-02, -2.3781e-02, -2.5515e-02],\n",
       "                        [ 1.0584e-02,  7.2999e-03, -5.2329e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.3596e-02, -1.8328e-02, -5.0577e-02],\n",
       "                        [ 1.6590e-02,  5.0719e-02,  2.1919e-02],\n",
       "                        [-1.9203e-02, -8.8315e-03, -2.0335e-02]],\n",
       "              \n",
       "                       [[-7.6949e-03, -1.5848e-02,  1.5841e-03],\n",
       "                        [-6.2470e-03, -1.3135e-02,  6.9092e-03],\n",
       "                        [-3.3791e-03,  1.7889e-03,  3.7373e-03]],\n",
       "              \n",
       "                       [[-6.6310e-03,  5.8503e-03, -5.8571e-04],\n",
       "                        [-2.4600e-02, -8.9747e-03, -7.2466e-03],\n",
       "                        [-1.7566e-02, -8.5829e-03, -7.5220e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.3679e-02, -9.4399e-03, -1.1688e-02],\n",
       "                        [-2.4777e-02, -1.7326e-02, -3.1489e-02],\n",
       "                        [-3.3683e-03,  9.7571e-03, -5.1527e-03]],\n",
       "              \n",
       "                       [[-3.0809e-02, -4.0685e-02, -2.2731e-02],\n",
       "                        [-5.1065e-03, -1.6457e-02, -1.8804e-02],\n",
       "                        [ 5.0382e-02,  5.2054e-02,  3.9185e-02]],\n",
       "              \n",
       "                       [[-3.7790e-02, -4.2234e-02, -2.9703e-02],\n",
       "                        [-6.4766e-03,  2.6967e-03, -8.1736e-03],\n",
       "                        [ 3.7747e-02,  5.5416e-02,  2.5806e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-2.7275e-02, -4.5364e-02, -3.9567e-02],\n",
       "                        [ 8.9827e-03,  1.6150e-02,  1.1675e-02],\n",
       "                        [-9.7209e-03, -3.6449e-02, -1.6842e-02]],\n",
       "              \n",
       "                       [[ 1.7824e-02,  1.5013e-02,  1.0225e-02],\n",
       "                        [ 5.4044e-03,  1.1664e-02,  6.4623e-03],\n",
       "                        [ 2.1803e-02,  4.1795e-02,  1.9234e-02]],\n",
       "              \n",
       "                       [[-2.6730e-04,  1.5218e-03, -5.0352e-03],\n",
       "                        [ 2.5761e-02,  2.7110e-02, -9.3395e-04],\n",
       "                        [-1.1949e-02, -7.5204e-03, -3.9370e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.7447e-02, -1.8358e-02, -2.6020e-02],\n",
       "                        [-1.4074e-02, -1.1302e-02, -1.4814e-02],\n",
       "                        [-3.1460e-03, -1.8674e-02, -9.3350e-03]],\n",
       "              \n",
       "                       [[-5.1125e-03, -4.8036e-03,  1.8139e-02],\n",
       "                        [-1.0524e-02, -1.5152e-02,  2.3904e-03],\n",
       "                        [ 8.7093e-03,  9.3810e-03,  2.4203e-03]],\n",
       "              \n",
       "                       [[-7.6392e-03, -8.1496e-03, -1.5331e-02],\n",
       "                        [-8.0622e-03, -1.3383e-02, -1.3938e-02],\n",
       "                        [-1.6904e-02, -3.0059e-02, -1.8659e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.8390e-02, -2.6080e-03,  9.3782e-03],\n",
       "                        [-6.4662e-04, -1.3146e-02,  1.0045e-02],\n",
       "                        [-2.2293e-03, -1.4097e-02,  1.7385e-02]],\n",
       "              \n",
       "                       [[ 3.0293e-04,  2.9622e-03,  1.0030e-02],\n",
       "                        [-5.7588e-03, -1.6943e-03,  6.9988e-03],\n",
       "                        [ 9.8134e-03,  1.4197e-02,  5.9742e-03]],\n",
       "              \n",
       "                       [[ 2.8753e-03, -1.7814e-03,  1.0873e-02],\n",
       "                        [ 1.5230e-02,  4.5867e-03,  1.6860e-02],\n",
       "                        [ 1.9536e-03,  1.9503e-02,  1.2168e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 1.3983e-02,  2.4598e-03, -7.4604e-03],\n",
       "                        [-2.2250e-02, -1.2757e-02, -2.8846e-03],\n",
       "                        [-1.0911e-02,  7.5499e-03,  8.6910e-03]],\n",
       "              \n",
       "                       [[-4.8463e-03, -8.3250e-03,  1.3420e-02],\n",
       "                        [-6.2502e-03, -7.3982e-03,  1.1153e-02],\n",
       "                        [ 4.0391e-03, -9.0354e-03, -7.5441e-03]],\n",
       "              \n",
       "                       [[-5.1627e-03, -8.9529e-03, -1.2414e-02],\n",
       "                        [-4.9261e-03, -3.5488e-03,  2.1501e-03],\n",
       "                        [-1.1709e-02, -1.4984e-02, -1.9216e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.5428e-02, -7.6036e-04, -1.3522e-03],\n",
       "                        [-3.4856e-02, -7.4478e-04, -6.5064e-03],\n",
       "                        [-9.1655e-03, -2.8467e-02, -4.8924e-02]],\n",
       "              \n",
       "                       [[ 1.2207e-02,  1.0519e-02, -8.4421e-03],\n",
       "                        [-2.5495e-02,  2.8140e-03,  1.6165e-03],\n",
       "                        [-1.8831e-02,  1.2268e-02,  1.5439e-02]],\n",
       "              \n",
       "                       [[-1.3684e-02, -4.1732e-03,  1.2609e-02],\n",
       "                        [-6.8834e-04,  5.9757e-03, -1.0183e-02],\n",
       "                        [ 2.1559e-04, -1.3462e-02, -3.0114e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.6186e-02, -6.4926e-02, -4.3146e-02],\n",
       "                        [-2.1790e-02, -4.9106e-02, -3.4568e-02],\n",
       "                        [ 4.0506e-02,  4.2449e-02,  6.1562e-02]],\n",
       "              \n",
       "                       [[ 3.5715e-03, -1.0916e-02, -2.2922e-02],\n",
       "                        [-2.4831e-03,  6.4555e-03, -1.1316e-02],\n",
       "                        [ 1.6662e-03, -1.9145e-02, -2.3007e-02]],\n",
       "              \n",
       "                       [[-7.1243e-03, -4.2783e-05,  4.9363e-03],\n",
       "                        [-1.5832e-02,  4.0474e-03,  4.5135e-04],\n",
       "                        [-4.7967e-03, -7.2164e-04, -1.7230e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.1589e-02,  7.7814e-04,  6.3205e-03],\n",
       "                        [ 1.1360e-02, -6.2076e-03, -2.7689e-02],\n",
       "                        [ 2.6392e-02,  2.3775e-03, -1.4937e-02]],\n",
       "              \n",
       "                       [[-1.1237e-02, -2.6285e-03,  9.1537e-03],\n",
       "                        [-8.2120e-03, -2.2236e-02,  3.2917e-04],\n",
       "                        [ 5.5909e-03, -1.3858e-03,  6.8947e-03]],\n",
       "              \n",
       "                       [[-1.4783e-02, -1.0367e-02, -2.7472e-02],\n",
       "                        [-4.1090e-02, -3.8532e-02, -3.9202e-02],\n",
       "                        [-2.1614e-02, -3.4340e-02, -1.8542e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.9492e-02, -1.6098e-02, -3.1792e-02],\n",
       "                        [ 2.5374e-02,  4.6815e-02,  2.7513e-02],\n",
       "                        [ 3.5903e-02,  3.1892e-02,  2.6156e-02]],\n",
       "              \n",
       "                       [[ 1.6856e-02,  1.5645e-02,  1.4189e-02],\n",
       "                        [ 2.2550e-02,  3.0456e-02,  1.6739e-02],\n",
       "                        [-2.3615e-04, -7.9501e-03, -1.9666e-03]],\n",
       "              \n",
       "                       [[-7.9060e-03, -4.7390e-03,  1.6030e-03],\n",
       "                        [ 1.3802e-03, -8.5837e-03,  6.9451e-03],\n",
       "                        [ 1.1407e-02, -5.9877e-03,  1.3759e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 4.0124e-03,  2.9951e-02,  1.1915e-02],\n",
       "                        [-4.3412e-02, -3.1776e-03, -2.7705e-02],\n",
       "                        [-1.6183e-02, -1.1247e-02, -3.5084e-02]],\n",
       "              \n",
       "                       [[ 2.9837e-02,  5.9935e-02,  2.4631e-02],\n",
       "                        [-1.9571e-03,  2.2415e-02, -1.5499e-02],\n",
       "                        [ 1.6075e-02,  1.7850e-02, -1.8412e-02]],\n",
       "              \n",
       "                       [[-4.3712e-03, -4.9032e-02, -2.1335e-02],\n",
       "                        [-5.2598e-03, -2.8579e-02, -2.2090e-02],\n",
       "                        [ 8.5126e-03,  2.0862e-03,  2.3301e-02]]]], requires_grad=True)),\n",
       "             ('layer3.1.bn1.running_mean',\n",
       "              tensor([-0.1025, -0.2592, -0.0965, -0.3407, -0.7097, -0.6031, -0.2141, -0.9031,\n",
       "                      -0.4035, -0.6407, -0.2497, -0.3583, -0.4565, -0.6490, -0.5170, -0.1349,\n",
       "                      -0.4850, -0.4739, -0.3153, -0.8209, -0.4225, -0.6206, -0.4559, -0.3368,\n",
       "                      -0.4792, -0.1458, -0.2748, -0.3980, -0.7130, -0.8394, -0.2738, -0.2684,\n",
       "                      -0.7559, -0.1212, -0.4390, -0.6971, -0.5034, -0.5667, -0.0881, -0.5308,\n",
       "                      -1.0779, -0.4657, -0.1016, -0.3251,  0.5384, -0.7573, -0.4718, -0.3475,\n",
       "                      -0.7198,  0.0478, -0.1387, -0.8780, -0.4057, -0.1151,  0.0992, -0.3888,\n",
       "                      -1.0015, -0.3866, -0.3267, -0.7324,  0.0908, -0.2760, -0.2759, -0.1892,\n",
       "                      -0.5036, -0.7406, -0.5314, -0.4804, -0.6063, -0.0027, -0.9185, -0.2444,\n",
       "                      -1.1849, -0.5390,  0.0826, -0.5177, -0.2814, -0.9467, -0.3946, -0.2202,\n",
       "                      -0.9325, -0.2205, -0.5632, -0.3165, -0.3471, -0.5694, -0.5109, -0.5890,\n",
       "                      -0.7838, -0.0023, -0.2396, -0.1672, -0.8411, -0.7307, -0.7261, -0.9349,\n",
       "                      -0.3716, -0.3562, -0.5137,  0.0200, -0.1683, -0.5633, -0.7860,  0.0991,\n",
       "                      -0.4193, -0.2072,  0.3579, -0.4102, -0.3668, -0.4049, -0.9005, -0.2777,\n",
       "                      -0.2725,  0.3941, -0.5075, -0.4530, -0.1478, -0.0221, -0.8574, -0.3104,\n",
       "                      -0.3454, -0.6428, -0.2709, -0.8565, -0.6260,  0.0389, -0.2254, -0.0605,\n",
       "                      -0.5984, -0.3643, -0.3485,  0.0256, -0.6499, -0.3053, -0.2398, -0.3982,\n",
       "                      -0.7215, -0.6537,  0.0768, -0.4554, -0.5362, -0.1021, -0.6464, -0.2658,\n",
       "                      -0.4985, -0.4319, -0.3855, -0.3943, -0.5918, -0.2335, -0.6772, -0.5162,\n",
       "                       0.3806, -0.3896, -0.7292, -0.2207, -0.1687, -0.6623,  0.2850,  0.1726,\n",
       "                      -0.1974, -0.5586, -0.2524,  0.1773, -0.6096, -0.2281, -0.4691, -0.8133,\n",
       "                       0.0092, -0.4920, -0.1768,  0.1288, -0.0693, -0.8397,  0.2613, -0.2188,\n",
       "                      -0.3190, -0.4868, -0.6609, -0.7675, -0.7933, -0.9342, -0.0691, -0.6616,\n",
       "                      -0.3705, -0.4538, -0.9279,  0.3324, -0.4950,  0.2669, -0.8139, -0.7909,\n",
       "                      -0.7892, -0.4672, -0.5917, -0.5463, -0.2896, -0.0226, -0.2722, -0.3747,\n",
       "                       0.1202, -0.0338,  0.1891, -0.2435, -0.0226, -0.7646, -0.4016, -0.3116,\n",
       "                       1.5396, -0.1373, -0.7532, -0.6100, -0.2439, -0.5319, -0.6603, -0.3199,\n",
       "                      -0.8471, -0.0484,  0.0830, -0.4584, -0.3889, -0.8163, -0.3322, -0.6670,\n",
       "                      -0.7744, -0.7010,  0.2128, -0.5624, -1.0360, -0.3098,  0.7000, -0.3580,\n",
       "                      -0.3484, -0.5161, -0.2167, -0.8903, -0.3402, -0.4037, -0.5501, -0.4197,\n",
       "                      -0.5290, -0.4974,  0.0083, -0.0166, -0.8607, -0.5581, -0.5161, -0.3668,\n",
       "                      -0.7363, -0.3654, -0.2788, -0.3890, -0.1521, -0.3327, -0.7903, -0.2531])),\n",
       "             ('layer3.1.bn1.running_var',\n",
       "              tensor([0.2021, 0.2649, 0.0816, 0.1141, 0.1276, 0.1230, 0.1780, 0.1393, 0.1235,\n",
       "                      0.1178, 0.1281, 0.1505, 0.1060, 0.0954, 0.1147, 0.1260, 0.0831, 0.2214,\n",
       "                      0.1452, 0.1260, 0.1203, 0.1507, 0.1066, 0.3038, 0.1444, 0.1266, 0.1966,\n",
       "                      0.1145, 0.1376, 0.0991, 0.1222, 0.1343, 0.1066, 0.1148, 0.1946, 0.1589,\n",
       "                      0.1715, 0.1588, 0.1577, 0.0995, 0.1036, 0.1305, 0.1547, 0.1623, 0.1437,\n",
       "                      0.1624, 0.0856, 0.2183, 0.1339, 0.0807, 0.1528, 0.1277, 0.1413, 0.1200,\n",
       "                      0.2567, 0.1202, 0.1523, 0.1513, 0.1002, 0.1453, 0.1620, 0.1270, 0.1179,\n",
       "                      0.1004, 0.2034, 0.1578, 0.1785, 0.1181, 0.0674, 0.2460, 0.1251, 0.1144,\n",
       "                      0.1670, 0.1460, 0.1625, 0.1203, 0.1697, 0.1065, 0.1415, 0.1694, 0.0909,\n",
       "                      0.1133, 0.1569, 0.0880, 0.1333, 0.1711, 0.2421, 0.1188, 0.0882, 0.1084,\n",
       "                      0.1373, 0.2886, 0.1736, 0.1740, 0.1512, 0.1086, 0.1211, 0.1523, 0.1453,\n",
       "                      0.1735, 0.1515, 0.1348, 0.2445, 0.1433, 0.1422, 0.1520, 0.0985, 0.1292,\n",
       "                      0.1372, 0.2228, 0.1265, 0.1538, 0.1600, 0.1121, 0.1922, 0.1195, 0.1100,\n",
       "                      0.1151, 0.1431, 0.1258, 0.1416, 0.1049, 0.1840, 0.1158, 0.1111, 0.2187,\n",
       "                      0.1193, 0.1541, 0.1074, 0.1350, 0.1385, 0.0990, 0.1418, 0.1837, 0.1667,\n",
       "                      0.1712, 0.1567, 0.1542, 0.1501, 0.1585, 0.1422, 0.1527, 0.1179, 0.1882,\n",
       "                      0.1856, 0.1549, 0.1798, 0.2879, 0.1156, 0.1749, 0.1297, 0.1522, 0.1308,\n",
       "                      0.2123, 0.1579, 0.0937, 0.1310, 0.2052, 0.1510, 0.1542, 0.1416, 0.1203,\n",
       "                      0.1372, 0.1980, 0.1352, 0.2065, 0.1385, 0.1358, 0.1696, 0.2816, 0.1058,\n",
       "                      0.0886, 0.1123, 0.2269, 0.1117, 0.1080, 0.2029, 0.1026, 0.1150, 0.1452,\n",
       "                      0.1180, 0.1690, 0.2079, 0.1133, 0.1933, 0.1454, 0.0872, 0.1002, 0.1101,\n",
       "                      0.1757, 0.1967, 0.0907, 0.1175, 0.1508, 0.1348, 0.1203, 0.1413, 0.2189,\n",
       "                      0.1030, 0.1387, 0.1669, 0.1090, 0.1632, 0.0875, 0.1349, 0.1074, 0.2839,\n",
       "                      0.1628, 0.1872, 0.1538, 0.0973, 0.1831, 0.2120, 0.1716, 0.0890, 0.1869,\n",
       "                      0.0877, 0.1300, 0.2792, 0.1565, 0.1605, 0.1427, 0.1366, 0.1441, 0.1080,\n",
       "                      0.1166, 0.1286, 0.2491, 0.1250, 0.1469, 0.1387, 0.1164, 0.1255, 0.0991,\n",
       "                      0.0942, 0.1549, 0.2844, 0.1235, 0.1733, 0.1828, 0.0891, 0.1104, 0.1286,\n",
       "                      0.1495, 0.1249, 0.4629, 0.1380, 0.1015, 0.1064, 0.1612, 0.2148, 0.1442,\n",
       "                      0.1714, 0.1601, 0.2572, 0.1879])),\n",
       "             ('layer3.1.bn1.weight', Parameter containing:\n",
       "              tensor([0.2480, 0.1972, 0.2279, 0.2709, 0.3296, 0.2640, 0.2710, 0.3475, 0.2388,\n",
       "                      0.2904, 0.2769, 0.3045, 0.2268, 0.2634, 0.2999, 0.2397, 0.2724, 0.2723,\n",
       "                      0.2133, 0.3806, 0.2767, 0.2403, 0.2406, 0.2917, 0.2675, 0.2305, 0.2394,\n",
       "                      0.3123, 0.2984, 0.3353, 0.2234, 0.1919, 0.3168, 0.2626, 0.2901, 0.2918,\n",
       "                      0.3455, 0.2561, 0.2434, 0.2298, 0.3318, 0.3481, 0.2032, 0.2478, 0.2478,\n",
       "                      0.2483, 0.3252, 0.2567, 0.2685, 0.1977, 0.2541, 0.4079, 0.2480, 0.2076,\n",
       "                      0.2276, 0.2683, 0.2098, 0.2056, 0.2010, 0.3560, 0.2384, 0.3284, 0.1952,\n",
       "                      0.2445, 0.2848, 0.3742, 0.2746, 0.2117, 0.3859, 0.4785, 0.3005, 0.2848,\n",
       "                      0.3762, 0.2903, 0.2126, 0.1776, 0.2778, 0.3878, 0.3123, 0.1974, 0.2679,\n",
       "                      0.2300, 0.2474, 0.2320, 0.2635, 0.2819, 0.2296, 0.3194, 0.3814, 0.2503,\n",
       "                      0.2269, 0.2676, 0.3431, 0.3799, 0.3787, 0.2968, 0.3021, 0.2575, 0.3007,\n",
       "                      0.1939, 0.1950, 0.3217, 0.3623, 0.2171, 0.2486, 0.2266, 0.2133, 0.2851,\n",
       "                      0.2715, 0.2720, 0.3107, 0.2174, 0.2675, 0.2387, 0.3434, 0.2761, 0.2084,\n",
       "                      0.2975, 0.3178, 0.2818, 0.2858, 0.3498, 0.2675, 0.2638, 0.3159, 0.2879,\n",
       "                      0.1873, 0.2986, 0.3584, 0.2570, 0.1815, 0.2758, 0.2640, 0.2486, 0.2567,\n",
       "                      0.2252, 0.3420, 0.2910, 0.2898, 0.2902, 0.2404, 0.2381, 0.3633, 0.2690,\n",
       "                      0.3810, 0.2947, 0.2743, 0.4644, 0.3133, 0.2444, 0.3477, 0.3001, 0.1977,\n",
       "                      0.2301, 0.2513, 0.2660, 0.3271, 0.1622, 0.2274, 0.2225, 0.3596, 0.3215,\n",
       "                      0.1997, 0.2215, 0.2706, 0.2831, 0.2621, 0.3710, 0.2730, 0.2903, 0.1893,\n",
       "                      0.2140, 0.2460, 0.3141, 0.2424, 0.3699, 0.2364, 0.2420, 0.2948, 0.2497,\n",
       "                      0.2760, 0.2686, 0.2895, 0.3857, 0.1398, 0.2832, 0.3362, 0.2522, 0.2823,\n",
       "                      0.2381, 0.2311, 0.3274, 0.4078, 0.2648, 0.2525, 0.3388, 0.3251, 0.2420,\n",
       "                      0.2856, 0.3605, 0.2603, 0.2294, 0.2483, 0.2171, 0.2353, 0.4117, 0.2588,\n",
       "                      0.2888, 0.1972, 0.2408, 0.2755, 0.3031, 0.2457, 0.2744, 0.3564, 0.2546,\n",
       "                      0.3673, 0.2883, 0.2590, 0.3021, 0.2890, 0.3505, 0.2092, 0.2953, 0.3222,\n",
       "                      0.2925, 0.2574, 0.3012, 0.3893, 0.2211, 0.2226, 0.3258, 0.3205, 0.2975,\n",
       "                      0.2323, 0.3323, 0.2812, 0.2702, 0.2300, 0.2846, 0.3318, 0.2292, 0.3498,\n",
       "                      0.2622, 0.3581, 0.4003, 0.2924, 0.3049, 0.3478, 0.2845, 0.2742, 0.2019,\n",
       "                      0.2466, 0.2988, 0.2044, 0.2691], requires_grad=True)),\n",
       "             ('layer3.1.bn1.bias', Parameter containing:\n",
       "              tensor([-0.1332, -0.0644, -0.3239, -0.2390, -0.3262, -0.1796, -0.2087, -0.3208,\n",
       "                      -0.1874, -0.2988, -0.2099, -0.2283, -0.2141, -0.2460, -0.2768, -0.1351,\n",
       "                      -0.2498, -0.2393, -0.1223, -0.4590, -0.2172, -0.1220, -0.2101, -0.1779,\n",
       "                      -0.2426, -0.1546, -0.1549, -0.3716, -0.2817, -0.3886, -0.1545, -0.0687,\n",
       "                      -0.3412, -0.2261, -0.1961, -0.2242, -0.2984, -0.1381, -0.2251, -0.1658,\n",
       "                      -0.4534, -0.3226, -0.0977, -0.1349, -0.2619, -0.1428, -0.3960, -0.1633,\n",
       "                      -0.2101, -0.1161, -0.1448, -0.5502, -0.2179, -0.1246,  0.0502, -0.1902,\n",
       "                      -0.1047, -0.1000, -0.1411, -0.3124, -0.2190, -0.3062, -0.1247, -0.1557,\n",
       "                      -0.2973, -0.3825, -0.1951, -0.1381, -0.5761, -0.3879, -0.2808, -0.2542,\n",
       "                      -0.3470, -0.2460, -0.1091, -0.0562, -0.1833, -0.4956, -0.3059, -0.0988,\n",
       "                      -0.2255, -0.1958, -0.1320, -0.1738, -0.2287, -0.1926, -0.0924, -0.3427,\n",
       "                      -0.5489, -0.2431, -0.1935, -0.1641, -0.2503, -0.3274, -0.4008, -0.2824,\n",
       "                      -0.2694, -0.1939, -0.2413, -0.0309, -0.0880, -0.3421, -0.3104, -0.1102,\n",
       "                      -0.1539, -0.1233, -0.1780, -0.2715, -0.2005, -0.1846, -0.2843, -0.1117,\n",
       "                      -0.1816, -0.2119, -0.3304, -0.2267, -0.1413, -0.3376, -0.2674, -0.2524,\n",
       "                      -0.2554, -0.4735, -0.2342, -0.2130, -0.3282, -0.1966, -0.1063, -0.2615,\n",
       "                      -0.4234, -0.1374, -0.0811, -0.3069, -0.1538, -0.1453, -0.1612, -0.1631,\n",
       "                      -0.3759, -0.2608, -0.2382, -0.2499, -0.1485, -0.1487, -0.4328, -0.1377,\n",
       "                      -0.2781, -0.2259, -0.2072, -0.4165, -0.3582, -0.1382, -0.3598, -0.2672,\n",
       "                      -0.2090, -0.0177, -0.1279, -0.2812, -0.3621,  0.0476, -0.2232, -0.1272,\n",
       "                      -0.3237, -0.3008, -0.1119, -0.0839, -0.2426, -0.2000, -0.1873, -0.4685,\n",
       "                      -0.2000, -0.3462, -0.0706, -0.1973, -0.3548, -0.1975, -0.3537, -0.3546,\n",
       "                      -0.1433, -0.2052, -0.2722, -0.1528, -0.2798, -0.1945, -0.2474, -0.4910,\n",
       "                       0.1322, -0.2378, -0.5166, -0.3959, -0.2354, -0.1266, -0.0810, -0.4132,\n",
       "                      -0.5576, -0.2238, -0.1563, -0.3950, -0.3283, -0.0846, -0.3103, -0.3130,\n",
       "                      -0.1498, -0.1396, -0.0972, -0.1620, -0.1631, -0.6364, -0.1350, -0.2345,\n",
       "                      -0.1049, -0.1625, -0.2878, -0.2450, -0.1468, -0.2035, -0.5358, -0.1683,\n",
       "                      -0.5524, -0.2511, -0.1230, -0.2305, -0.1925, -0.3759, -0.1014, -0.1697,\n",
       "                      -0.4002, -0.2980, -0.3035, -0.1563, -0.4660, -0.1155, -0.1665, -0.3382,\n",
       "                      -0.2935, -0.3122, -0.3015, -0.3261, -0.2542, -0.2037, -0.0955, -0.2070,\n",
       "                      -0.4370, -0.2051, -0.4205, -0.3125, -0.4845, -0.3528, -0.2624, -0.2894,\n",
       "                      -0.3976, -0.2107, -0.1791, -0.1075, -0.1213, -0.3022,  0.0516, -0.1928],\n",
       "                     requires_grad=True)),\n",
       "             ('layer3.1.conv2.weight', Parameter containing:\n",
       "              tensor([[[[-4.2568e-02, -2.6148e-02, -2.2019e-02],\n",
       "                        [-1.7334e-02, -7.5950e-03, -7.2384e-03],\n",
       "                        [-1.7876e-03,  2.3800e-02,  1.4873e-02]],\n",
       "              \n",
       "                       [[-2.8277e-03, -5.0644e-03, -4.9442e-03],\n",
       "                        [ 1.2117e-03,  1.4908e-02,  1.6013e-02],\n",
       "                        [ 1.4391e-02,  3.3109e-02,  5.0061e-02]],\n",
       "              \n",
       "                       [[-3.4891e-03, -4.4437e-03,  2.6589e-03],\n",
       "                        [ 1.5105e-02,  2.6303e-02,  2.6802e-02],\n",
       "                        [ 3.9232e-02,  5.0057e-02,  4.6637e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.2877e-02,  1.5454e-02, -2.4483e-02],\n",
       "                        [ 3.1145e-02,  3.4944e-02,  1.3296e-02],\n",
       "                        [-1.7674e-04,  7.3297e-03, -5.7174e-03]],\n",
       "              \n",
       "                       [[-2.1781e-02, -3.7379e-02, -1.3382e-02],\n",
       "                        [ 1.8976e-02,  1.4155e-02, -6.5395e-03],\n",
       "                        [ 2.6831e-02,  3.6354e-02,  1.1450e-02]],\n",
       "              \n",
       "                       [[ 3.1603e-02,  3.3933e-02,  3.1575e-02],\n",
       "                        [-1.0098e-02, -1.2657e-02,  1.1674e-02],\n",
       "                        [ 1.0325e-02,  7.9424e-05,  1.5911e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.5937e-02,  6.2590e-03,  6.0798e-03],\n",
       "                        [-4.5745e-03, -3.5188e-02, -2.9249e-02],\n",
       "                        [ 2.1366e-02,  2.0480e-03,  6.2699e-03]],\n",
       "              \n",
       "                       [[-2.9549e-03, -1.3679e-03, -8.6876e-03],\n",
       "                        [ 7.9988e-03,  1.2888e-03, -5.9629e-03],\n",
       "                        [-9.1481e-03, -2.1914e-02, -4.1572e-02]],\n",
       "              \n",
       "                       [[ 7.6390e-03,  3.0253e-03,  2.7817e-04],\n",
       "                        [ 7.0329e-03,  1.1914e-02, -2.4419e-03],\n",
       "                        [-8.2131e-03, -9.7848e-05, -1.9223e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-4.4498e-03,  5.1611e-03,  3.7416e-03],\n",
       "                        [ 3.2110e-04,  8.3762e-03,  3.6612e-03],\n",
       "                        [ 9.3343e-03,  8.1829e-03,  1.1234e-03]],\n",
       "              \n",
       "                       [[-6.6849e-02, -5.9871e-02, -3.3931e-02],\n",
       "                        [ 2.2337e-02,  3.1932e-02,  3.7244e-02],\n",
       "                        [ 9.3296e-03,  3.7222e-02,  1.4052e-02]],\n",
       "              \n",
       "                       [[-2.0643e-03,  1.2408e-02, -3.1072e-03],\n",
       "                        [-8.2882e-03,  1.3917e-02, -2.0680e-02],\n",
       "                        [-1.9329e-02,  1.1953e-02, -2.3436e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.7788e-03, -3.5982e-03, -1.2592e-03],\n",
       "                        [-1.5320e-02, -1.0690e-02, -2.0311e-02],\n",
       "                        [-3.4649e-04, -2.2188e-03, -1.5021e-02]],\n",
       "              \n",
       "                       [[-2.8952e-02, -3.3958e-02, -2.5437e-02],\n",
       "                        [-1.5919e-04,  1.5204e-02,  3.4554e-02],\n",
       "                        [ 3.6892e-02,  7.0144e-02,  7.3610e-02]],\n",
       "              \n",
       "                       [[ 1.0721e-02,  2.1531e-03, -5.6155e-03],\n",
       "                        [ 1.1754e-02, -4.8546e-03, -5.5013e-03],\n",
       "                        [-3.7388e-04, -9.7639e-03, -1.5029e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.5622e-02,  9.8976e-03,  3.4725e-03],\n",
       "                        [ 1.4711e-02,  7.0707e-03, -9.1826e-03],\n",
       "                        [ 7.0986e-03,  6.3087e-03, -3.5893e-03]],\n",
       "              \n",
       "                       [[-6.4518e-03, -6.7673e-03,  1.1635e-02],\n",
       "                        [ 1.4707e-02,  2.3831e-02,  4.9396e-02],\n",
       "                        [ 1.8897e-02,  3.4981e-02,  4.5488e-02]],\n",
       "              \n",
       "                       [[ 1.5900e-02,  3.3369e-02,  2.6194e-02],\n",
       "                        [ 1.0616e-02,  1.8515e-02,  3.0190e-03],\n",
       "                        [ 1.1004e-02,  2.5503e-02,  1.3654e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-2.1231e-02, -1.2804e-02, -1.5498e-02],\n",
       "                        [ 7.6750e-03,  1.2120e-02,  1.5099e-02],\n",
       "                        [ 1.8536e-02,  2.5110e-02,  2.5283e-02]],\n",
       "              \n",
       "                       [[ 7.4059e-03, -3.0540e-03, -1.5475e-03],\n",
       "                        [-8.4415e-03, -2.2002e-02, -3.4099e-03],\n",
       "                        [ 9.1918e-03,  2.2617e-03, -1.4260e-02]],\n",
       "              \n",
       "                       [[-5.2568e-03, -5.3507e-03, -3.2230e-03],\n",
       "                        [-1.5805e-02,  6.0508e-03, -1.5917e-03],\n",
       "                        [-8.9323e-03,  2.6483e-03,  5.0508e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.9826e-02, -2.1209e-03,  1.4889e-02],\n",
       "                        [ 5.7275e-02,  3.5549e-02,  6.0175e-03],\n",
       "                        [ 2.3347e-02, -2.2153e-02, -2.5497e-02]],\n",
       "              \n",
       "                       [[-1.3985e-02, -6.4766e-02, -1.7286e-02],\n",
       "                        [ 1.1704e-02,  1.0714e-02,  4.6278e-02],\n",
       "                        [-1.0038e-02, -3.5707e-03,  2.2691e-02]],\n",
       "              \n",
       "                       [[-8.3342e-03, -1.3070e-03, -1.0049e-02],\n",
       "                        [ 3.2605e-02,  5.3259e-02,  2.2172e-02],\n",
       "                        [ 3.7339e-02,  6.1155e-02,  4.4555e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.6584e-02, -1.3850e-02, -1.4604e-02],\n",
       "                        [-1.7604e-02, -2.1268e-02, -1.6734e-02],\n",
       "                        [-6.0039e-04,  3.8569e-03,  1.2837e-02]],\n",
       "              \n",
       "                       [[ 1.7623e-02,  2.3706e-02,  2.7633e-02],\n",
       "                        [-2.2841e-02, -1.9576e-02, -1.6551e-02],\n",
       "                        [-8.0822e-03,  4.3779e-03, -5.3622e-03]],\n",
       "              \n",
       "                       [[ 1.5582e-02,  3.7879e-02,  2.3555e-02],\n",
       "                        [-6.4632e-03,  9.8620e-03,  1.2121e-02],\n",
       "                        [-1.3743e-02, -6.1246e-03, -2.7332e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-2.5037e-03, -1.2064e-02, -9.0989e-03],\n",
       "                        [-4.7911e-04, -2.8339e-03,  2.1365e-03],\n",
       "                        [-6.2077e-03, -2.6615e-03,  1.1215e-02]],\n",
       "              \n",
       "                       [[-8.1794e-03, -2.2417e-02, -3.4012e-02],\n",
       "                        [-2.8553e-02, -2.9546e-02, -4.4372e-02],\n",
       "                        [-5.0348e-02, -3.4973e-02, -5.2028e-02]],\n",
       "              \n",
       "                       [[ 1.4728e-02,  3.2834e-02,  2.6312e-02],\n",
       "                        [ 1.3449e-02,  2.6407e-02,  2.6924e-02],\n",
       "                        [ 2.5572e-02,  3.4316e-02,  2.6184e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 7.2026e-03, -2.3931e-03,  2.2182e-03],\n",
       "                        [ 4.2555e-03, -6.4084e-03,  7.8548e-03],\n",
       "                        [ 2.0510e-02,  1.8644e-02,  2.3280e-02]],\n",
       "              \n",
       "                       [[-1.2471e-02,  1.3008e-02,  1.0010e-02],\n",
       "                        [-1.7496e-03,  6.1331e-03,  4.3366e-03],\n",
       "                        [ 5.2269e-03,  1.5111e-02, -8.1881e-03]],\n",
       "              \n",
       "                       [[-3.7337e-02,  1.9923e-02, -2.4149e-02],\n",
       "                        [-4.9487e-02, -1.0510e-02, -4.2107e-02],\n",
       "                        [-5.7684e-03, -4.8632e-03, -1.8332e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 7.2013e-03, -1.5208e-02, -1.6507e-02],\n",
       "                        [-8.8276e-03, -1.8698e-02, -1.6637e-03],\n",
       "                        [-1.2015e-02,  2.9667e-03,  6.2300e-03]],\n",
       "              \n",
       "                       [[-1.8341e-02, -9.0521e-03,  2.6030e-02],\n",
       "                        [ 3.5930e-02,  5.3049e-02,  5.8487e-02],\n",
       "                        [-1.3661e-02, -3.6888e-03, -7.1606e-03]],\n",
       "              \n",
       "                       [[-1.2594e-02, -4.0898e-02,  1.7162e-03],\n",
       "                        [-1.7420e-02, -4.3435e-02, -1.3183e-02],\n",
       "                        [-3.7506e-02, -5.5707e-02, -3.0051e-02]]]], requires_grad=True)),\n",
       "             ('layer3.1.bn2.running_mean',\n",
       "              tensor([-8.2312e-02, -3.3227e-02, -2.6646e-02, -1.3217e-02, -6.3828e-02,\n",
       "                      -1.0469e-01, -6.7094e-02, -5.3039e-02,  6.2327e-02, -1.1060e-04,\n",
       "                      -1.2984e-02,  1.7784e-02, -4.9284e-02, -6.5327e-02, -9.8474e-02,\n",
       "                       2.1125e-01, -9.2193e-02, -1.1394e-01, -1.8788e-01, -8.2167e-02,\n",
       "                      -5.8521e-02, -5.5994e-01, -5.1197e-02, -1.9867e-01, -7.1481e-02,\n",
       "                      -6.6465e-02, -1.6837e-01, -1.0312e-01,  1.0545e-01, -2.3061e-01,\n",
       "                      -3.3933e-02, -8.0676e-02, -3.4662e-03,  4.7170e-02, -7.8841e-02,\n",
       "                      -1.2650e-01, -6.1497e-02,  6.4309e-02,  2.7830e-02,  3.1326e-03,\n",
       "                      -7.6740e-02, -9.5088e-02,  1.3829e-04, -4.7186e-02, -3.0897e-02,\n",
       "                      -4.6435e-02, -6.3253e-02, -8.1402e-02, -7.0531e-02, -6.7097e-02,\n",
       "                      -7.9232e-02, -1.7778e-01,  5.5108e-02,  4.1108e-01,  1.5609e-03,\n",
       "                      -7.9884e-02, -6.9195e-02, -4.9812e-02,  3.8361e-03,  2.5202e-03,\n",
       "                       3.5645e-02, -2.5757e-02, -1.2249e-01, -4.6376e-02, -1.2163e-01,\n",
       "                      -6.4273e-02, -1.3834e-01, -2.3200e-02, -1.8081e-02, -1.4703e-01,\n",
       "                       4.8809e-02, -5.5714e-02, -3.4797e-02, -5.6561e-02, -6.5104e-02,\n",
       "                      -1.0475e-01, -5.2624e-02, -1.8509e-01, -1.0604e-01,  2.6538e-02,\n",
       "                       7.1723e-02, -1.9967e-02, -1.1226e-01, -2.0057e-01, -1.0317e-01,\n",
       "                       4.0914e-03, -2.2420e-01, -1.2727e-01, -8.8721e-02,  1.0820e-01,\n",
       "                      -5.8866e-02, -8.3435e-02, -1.0460e-01,  2.3022e-02, -8.8489e-02,\n",
       "                       3.3548e-02, -1.1073e-01, -9.2392e-03, -4.5979e-02, -1.3700e-01,\n",
       "                      -2.0220e-01,  4.6265e-02, -1.9667e-02, -1.1913e-02, -6.0050e-02,\n",
       "                      -7.5059e-02, -7.2690e-02, -9.1073e-02, -9.2056e-02, -5.8019e-02,\n",
       "                      -3.6355e-02, -4.4718e-02, -1.7091e-01, -1.3680e-01, -1.4761e-01,\n",
       "                      -1.4759e-01, -1.1234e-01, -2.3080e-01, -9.0601e-02, -2.5931e-01,\n",
       "                      -2.0825e-01, -6.3401e-02, -2.6801e-01, -1.6123e-01, -1.0026e-01,\n",
       "                      -1.3183e-01, -9.0434e-02, -9.6675e-02, -1.9728e-01,  5.3544e-02,\n",
       "                      -2.7836e-02, -7.4435e-02, -5.6267e-02, -5.9114e-02, -2.4094e-02,\n",
       "                      -1.5104e-01,  2.1806e-03, -1.8886e-01, -1.2886e-01, -1.9607e-02,\n",
       "                      -7.2803e-02, -1.8400e-01, -6.0926e-02, -2.0046e-02, -4.0315e-01,\n",
       "                      -7.3355e-02, -9.5973e-02, -8.6466e-02, -6.8302e-02, -1.6895e-01,\n",
       "                      -9.8700e-02,  1.2385e-02, -4.4298e-02, -1.9373e-01, -1.3287e-01,\n",
       "                      -1.2069e-01, -1.4234e-01,  1.0476e-01, -8.5365e-02,  6.3847e-02,\n",
       "                      -5.7782e-02, -8.6523e-02,  3.3596e-02, -3.8768e-01, -5.7414e-02,\n",
       "                      -7.5301e-02, -2.0719e-01, -1.8265e-01, -1.2379e-01, -2.2059e-01,\n",
       "                      -1.6454e-01, -2.9335e-02, -1.3093e-01, -1.5850e-01, -4.3881e-02,\n",
       "                      -1.3869e-01, -6.1651e-02, -1.9781e-02, -1.2204e-01, -7.6332e-02,\n",
       "                      -3.5617e-01,  3.4127e-01, -6.5834e-02, -1.2637e-01, -1.7543e-01,\n",
       "                       4.1658e-02, -3.6161e-02, -1.2893e-01, -2.7040e-01, -2.1405e-01,\n",
       "                       1.9383e-02,  1.3128e-02, -9.4996e-03, -6.0263e-02, -3.4165e-02,\n",
       "                      -7.9913e-02, -3.1716e-01, -3.4097e-02, -1.6974e-01, -1.2208e-01,\n",
       "                      -3.0928e-01, -1.2253e-01, -2.8297e-02, -1.5181e-01, -9.3257e-02,\n",
       "                      -2.8345e-01, -3.0301e-03, -3.5894e-02,  3.0108e-03, -4.6019e-02,\n",
       "                      -8.5464e-02, -3.8165e-02, -1.7352e-02, -8.2586e-02, -1.5092e-01,\n",
       "                      -1.7688e-01, -1.5007e-01,  1.5340e-03, -8.7669e-02, -3.3261e-02,\n",
       "                      -2.5450e-01, -1.2980e-02, -4.6881e-02, -8.8381e-02, -8.9857e-02,\n",
       "                      -1.9114e-01, -1.3130e-01, -3.5002e-02, -1.1493e-01, -1.8888e-01,\n",
       "                      -4.0911e-02, -3.8190e-01, -8.9706e-02, -1.7020e-01, -1.5457e-01,\n",
       "                       3.0685e-02, -4.0941e-02, -3.6983e-02, -6.9053e-02, -4.2029e-02,\n",
       "                       5.3512e-02, -1.3118e-01, -1.1994e-01, -5.7783e-02, -5.4637e-02,\n",
       "                      -1.2335e-01, -1.1619e-01, -1.2323e-01, -2.5207e-01, -4.1003e-02,\n",
       "                      -1.0564e-01, -5.2183e-02, -2.4147e-01, -9.4696e-02, -1.5638e-01,\n",
       "                      -1.2298e-01])),\n",
       "             ('layer3.1.bn2.running_var',\n",
       "              tensor([0.0185, 0.0264, 0.0129, 0.0127, 0.0148, 0.0160, 0.0125, 0.0181, 0.0194,\n",
       "                      0.0116, 0.0075, 0.0112, 0.0349, 0.0177, 0.0208, 0.0254, 0.0236, 0.0198,\n",
       "                      0.0229, 0.0344, 0.0199, 0.0538, 0.0316, 0.0196, 0.0128, 0.0192, 0.0200,\n",
       "                      0.0287, 0.0182, 0.0273, 0.0113, 0.0118, 0.0211, 0.0085, 0.0169, 0.0159,\n",
       "                      0.0126, 0.0156, 0.0100, 0.0089, 0.0185, 0.0156, 0.0082, 0.0131, 0.0117,\n",
       "                      0.0102, 0.0105, 0.0244, 0.0140, 0.0161, 0.0112, 0.0163, 0.0295, 0.0355,\n",
       "                      0.0150, 0.0201, 0.0174, 0.0119, 0.0201, 0.0351, 0.0188, 0.0121, 0.0134,\n",
       "                      0.0237, 0.0242, 0.0176, 0.0283, 0.0147, 0.0105, 0.0169, 0.0247, 0.0185,\n",
       "                      0.0104, 0.0167, 0.0137, 0.0225, 0.0115, 0.0248, 0.0120, 0.0126, 0.0219,\n",
       "                      0.0170, 0.0174, 0.0217, 0.0176, 0.0198, 0.0237, 0.0123, 0.0272, 0.0605,\n",
       "                      0.0114, 0.0128, 0.0200, 0.0199, 0.0225, 0.0195, 0.0165, 0.0230, 0.0188,\n",
       "                      0.0209, 0.0215, 0.0241, 0.0126, 0.0144, 0.0127, 0.0098, 0.0165, 0.0163,\n",
       "                      0.0403, 0.0153, 0.0141, 0.0050, 0.0339, 0.0159, 0.0226, 0.0125, 0.0171,\n",
       "                      0.0454, 0.0165, 0.0315, 0.0418, 0.0226, 0.0249, 0.0161, 0.0199, 0.0105,\n",
       "                      0.0272, 0.0144, 0.0275, 0.0112, 0.0099, 0.0100, 0.0201, 0.0185, 0.0093,\n",
       "                      0.0207, 0.0082, 0.0289, 0.0151, 0.0138, 0.0163, 0.0211, 0.0127, 0.0134,\n",
       "                      0.0406, 0.0254, 0.0218, 0.0157, 0.0086, 0.0187, 0.0340, 0.0091, 0.0069,\n",
       "                      0.0219, 0.0204, 0.0330, 0.0207, 0.0127, 0.0404, 0.0140, 0.0150, 0.0163,\n",
       "                      0.0471, 0.0533, 0.0144, 0.0169, 0.0248, 0.0227, 0.0162, 0.0398, 0.0259,\n",
       "                      0.0069, 0.0168, 0.0208, 0.0189, 0.0237, 0.0154, 0.0226, 0.0185, 0.0205,\n",
       "                      0.0300, 0.0504, 0.0189, 0.0174, 0.0140, 0.0184, 0.0236, 0.0404, 0.0691,\n",
       "                      0.0273, 0.0207, 0.0168, 0.0237, 0.0186, 0.0143, 0.0113, 0.0424, 0.0147,\n",
       "                      0.0219, 0.0434, 0.0442, 0.0110, 0.0180, 0.0147, 0.0158, 0.0253, 0.0237,\n",
       "                      0.0210, 0.0114, 0.0197, 0.0116, 0.0135, 0.0091, 0.0210, 0.0237, 0.0256,\n",
       "                      0.0336, 0.0166, 0.0151, 0.0132, 0.0295, 0.0261, 0.0165, 0.0139, 0.0118,\n",
       "                      0.0207, 0.0180, 0.0098, 0.0162, 0.0398, 0.0117, 0.0324, 0.0137, 0.0225,\n",
       "                      0.0173, 0.0121, 0.0093, 0.0116, 0.0114, 0.0195, 0.0143, 0.0103, 0.0206,\n",
       "                      0.0111, 0.0170, 0.0134, 0.0224, 0.0211, 0.0396, 0.0075, 0.0242, 0.0127,\n",
       "                      0.0362, 0.0165, 0.0182, 0.0162])),\n",
       "             ('layer3.1.bn2.weight', Parameter containing:\n",
       "              tensor([0.1971, 0.1771, 0.1303, 0.1995, 0.1839, 0.0934, 0.2333, 0.2236, 0.1654,\n",
       "                      0.1280, 0.0842, 0.1085, 0.3168, 0.2032, 0.3246, 0.2184, 0.3208, 0.2824,\n",
       "                      0.3408, 0.3339, 0.3307, 0.5571, 0.2821, 0.3081, 0.2114, 0.2971, 0.2361,\n",
       "                      0.5500, 0.1221, 0.3381, 0.1528, 0.1544, 0.1982, 0.0582, 0.1812, 0.2489,\n",
       "                      0.1954, 0.0705, 0.0918, 0.1328, 0.2616, 0.2013, 0.0720, 0.1573, 0.1919,\n",
       "                      0.0813, 0.1170, 0.2504, 0.2863, 0.3032, 0.1476, 0.3696, 0.1870, 0.2097,\n",
       "                      0.1907, 0.2364, 0.1642, 0.1079, 0.2531, 0.1703, 0.1266, 0.0814, 0.2407,\n",
       "                      0.2609, 0.2705, 0.2128, 0.5007, 0.2375, 0.0802, 0.2896, 0.1776, 0.0887,\n",
       "                      0.1094, 0.1834, 0.2812, 0.1971, 0.2021, 0.3443, 0.1411, 0.1362, 0.2676,\n",
       "                      0.1618, 0.2723, 0.2727, 0.2528, 0.0982, 0.4707, 0.2239, 0.3649, 0.1987,\n",
       "                      0.0815, 0.2543, 0.3322, 0.1561, 0.2336, 0.1294, 0.2570, 0.1700, 0.1374,\n",
       "                      0.2215, 0.5015, 0.3132, 0.1487, 0.1174, 0.0916, 0.2130, 0.1393, 0.3057,\n",
       "                      0.5634, 0.1018, 0.0994, 0.0492, 0.4427, 0.3142, 0.4002, 0.1334, 0.2174,\n",
       "                      0.5522, 0.2806, 0.2784, 0.4333, 0.2602, 0.3788, 0.1827, 0.2664, 0.1077,\n",
       "                      0.3001, 0.2428, 0.5130, 0.0829, 0.1254, 0.1996, 0.1451, 0.2253, 0.1467,\n",
       "                      0.3712, 0.0794, 0.5425, 0.2058, 0.2103, 0.1288, 0.4993, 0.1815, 0.1845,\n",
       "                      0.4154, 0.3817, 0.2054, 0.2205, 0.1471, 0.4964, 0.4202, 0.0801, 0.0623,\n",
       "                      0.3536, 0.2760, 0.3840, 0.1632, 0.1402, 0.2674, 0.0844, 0.2305, 0.2259,\n",
       "                      0.2146, 0.4181, 0.2821, 0.2926, 0.3416, 0.4640, 0.3025, 0.3732, 0.5871,\n",
       "                      0.0616, 0.2797, 0.3042, 0.2173, 0.3550, 0.2096, 0.2449, 0.3428, 0.2868,\n",
       "                      0.3543, 0.4667, 0.3220, 0.3805, 0.2632, 0.2160, 0.1924, 0.4074, 0.4966,\n",
       "                      0.3623, 0.1670, 0.1321, 0.2374, 0.2118, 0.1522, 0.1668, 0.3836, 0.0983,\n",
       "                      0.3729, 0.3943, 0.4353, 0.2270, 0.1508, 0.3133, 0.3850, 0.5774, 0.1892,\n",
       "                      0.2822, 0.0907, 0.2364, 0.0964, 0.2360, 0.0699, 0.2938, 0.5100, 0.3348,\n",
       "                      0.2339, 0.1145, 0.2155, 0.2266, 0.2829, 0.2341, 0.1891, 0.2906, 0.2681,\n",
       "                      0.3876, 0.3915, 0.1844, 0.1889, 0.4405, 0.1405, 0.3460, 0.2724, 0.2567,\n",
       "                      0.2785, 0.1148, 0.1607, 0.1754, 0.0883, 0.1649, 0.1268, 0.2356, 0.2811,\n",
       "                      0.0766, 0.1424, 0.1683, 0.3979, 0.2685, 0.6383, 0.1087, 0.3180, 0.1760,\n",
       "                      0.3634, 0.2615, 0.1999, 0.2541], requires_grad=True)),\n",
       "             ('layer3.1.bn2.bias', Parameter containing:\n",
       "              tensor([-0.0162, -0.2033,  0.0294, -0.1697, -0.1840, -0.0309, -0.2039, -0.1426,\n",
       "                      -0.0443, -0.0886, -0.0647, -0.0968, -0.0380, -0.2073, -0.3061,  0.1443,\n",
       "                      -0.3079, -0.1232, -0.1627, -0.0980, -0.2471, -0.2837, -0.1201, -0.2893,\n",
       "                      -0.2303, -0.3562, -0.0825, -0.3483,  0.0707, -0.1321, -0.1074, -0.1451,\n",
       "                       0.0235,  0.0225, -0.1885, -0.2507, -0.2461,  0.0631, -0.0023, -0.1209,\n",
       "                      -0.2581, -0.1640, -0.0172, -0.1143, -0.2096, -0.0158,  0.0128, -0.1332,\n",
       "                      -0.3139, -0.2294, -0.1527, -0.3503,  0.2086,  0.0785, -0.1597, -0.1990,\n",
       "                       0.0346,  0.0388, -0.1269,  0.1019,  0.0981, -0.0390, -0.2537, -0.1356,\n",
       "                      -0.1796, -0.2422, -0.4517, -0.3124, -0.0177, -0.2615, -0.1567,  0.0212,\n",
       "                      -0.0753, -0.1426, -0.2788,  0.0062, -0.1895, -0.2327, -0.1298, -0.1200,\n",
       "                      -0.1917, -0.0987, -0.1916, -0.1666, -0.2729,  0.1287, -0.4620, -0.2259,\n",
       "                      -0.2270,  0.1939,  0.0230, -0.3303, -0.3202, -0.1292, -0.0716,  0.0048,\n",
       "                      -0.2579, -0.0116, -0.0557, -0.1229, -0.4804, -0.2351, -0.1367, -0.0578,\n",
       "                      -0.0537, -0.2743, -0.0827, -0.1922, -0.3481, -0.0358, -0.1094,  0.0138,\n",
       "                      -0.1888, -0.2592, -0.3293, -0.0820, -0.1839, -0.1636, -0.3163, -0.0246,\n",
       "                      -0.1667, -0.1653, -0.3076, -0.2229, -0.1834, -0.0536, -0.0621, -0.1752,\n",
       "                      -0.5243, -0.1933, -0.1119, -0.2283, -0.0437, -0.1777, -0.1300, -0.2519,\n",
       "                      -0.0456, -0.6305, -0.1364, -0.2138,  0.0406, -0.5287, -0.2014, -0.1442,\n",
       "                      -0.1930, -0.3033,  0.1030, -0.1499, -0.2297, -0.5301, -0.2543, -0.0417,\n",
       "                       0.0429, -0.3218, -0.1611, -0.2562, -0.1187, -0.1001,  0.0225,  0.0996,\n",
       "                      -0.2138, -0.2019,  0.0808, -0.0121, -0.2364, -0.3247, -0.1482, -0.4846,\n",
       "                      -0.3449, -0.1365, -0.6664,  0.0418, -0.2807, -0.0961, -0.2378, -0.1834,\n",
       "                      -0.1890, -0.0377, -0.3056, -0.1843, -0.1357, -0.3038, -0.2680, -0.4143,\n",
       "                      -0.2633, -0.1750, -0.1856, -0.2405, -0.1082, -0.2250, -0.1268, -0.1094,\n",
       "                       0.0594, -0.1419, -0.1178, -0.1602, -0.0328, -0.0194, -0.1985,  0.0470,\n",
       "                      -0.1887, -0.2776, -0.0930, -0.4092, -0.3378, -0.7252,  0.0260, -0.1829,\n",
       "                       0.0561, -0.2227, -0.0026, -0.3218, -0.0093, -0.2843, -0.5121, -0.2337,\n",
       "                      -0.0836, -0.0818, -0.1296, -0.2090,  0.0169, -0.1899, -0.1892, -0.3075,\n",
       "                      -0.3108, -0.2986, -0.4712, -0.1823, -0.1893, -0.3131, -0.0876, -0.1166,\n",
       "                      -0.2995, -0.0831, -0.3427, -0.0772, -0.1460, -0.1611,  0.0203, -0.0627,\n",
       "                      -0.0610, -0.2574, -0.1383,  0.0470, -0.0302, -0.1638, -0.3323, -0.1741,\n",
       "                      -0.6307, -0.0772, -0.2123, -0.1559, -0.0459, -0.2416, -0.0143, -0.2079],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.conv1.weight', Parameter containing:\n",
       "              tensor([[[[-1.1645e-02, -1.9010e-02, -2.1876e-02],\n",
       "                        [ 2.0482e-02,  2.3962e-02,  2.9161e-02],\n",
       "                        [ 4.3672e-02,  3.3278e-02,  4.9908e-02]],\n",
       "              \n",
       "                       [[-7.4040e-03,  2.8083e-03, -4.7339e-03],\n",
       "                        [ 6.9030e-03,  1.4271e-02, -3.6954e-03],\n",
       "                        [-3.1341e-03,  1.3736e-02,  1.6127e-03]],\n",
       "              \n",
       "                       [[ 1.8676e-02, -1.0553e-02, -1.4233e-02],\n",
       "                        [ 8.9944e-03, -2.5068e-03, -1.2145e-02],\n",
       "                        [-4.9455e-03, -2.9206e-02, -9.6385e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.2655e-02,  1.7691e-02,  9.8264e-04],\n",
       "                        [ 7.4271e-03,  7.6115e-03,  1.1135e-02],\n",
       "                        [ 2.3242e-02,  1.1058e-02,  4.0498e-03]],\n",
       "              \n",
       "                       [[ 1.8557e-02,  1.2472e-02,  1.7220e-02],\n",
       "                        [-4.8544e-03,  8.3627e-03,  2.2811e-02],\n",
       "                        [-5.1675e-03,  2.3264e-02,  3.4068e-02]],\n",
       "              \n",
       "                       [[ 2.4934e-02,  2.2373e-02,  4.2614e-02],\n",
       "                        [ 1.3486e-02,  1.6760e-03,  1.3019e-02],\n",
       "                        [-6.2821e-03, -1.5112e-03, -8.9229e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-9.8089e-04, -6.3011e-03,  5.9932e-03],\n",
       "                        [ 1.5936e-02,  1.3394e-02,  2.9934e-02],\n",
       "                        [ 2.3149e-02,  2.0709e-02,  2.5485e-02]],\n",
       "              \n",
       "                       [[-2.0015e-02, -3.3349e-02, -8.0396e-03],\n",
       "                        [-7.2800e-03, -1.2187e-02, -2.0389e-04],\n",
       "                        [-1.3138e-02, -2.0427e-02, -1.6286e-02]],\n",
       "              \n",
       "                       [[-6.7681e-03,  5.0045e-03, -2.6683e-03],\n",
       "                        [-2.1073e-02,  2.8275e-04, -1.8205e-02],\n",
       "                        [-1.7382e-02, -5.0244e-03, -3.0386e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.1035e-02, -2.2964e-02, -1.1028e-02],\n",
       "                        [-6.3256e-03, -4.1667e-03, -1.7323e-02],\n",
       "                        [-1.3611e-02, -2.3468e-02, -1.6436e-02]],\n",
       "              \n",
       "                       [[ 7.3663e-03,  6.6219e-03,  5.2776e-03],\n",
       "                        [-3.5464e-03,  3.2750e-03, -9.1126e-03],\n",
       "                        [ 3.5593e-04, -1.0151e-02, -1.9123e-02]],\n",
       "              \n",
       "                       [[ 1.8193e-03,  8.8087e-03,  5.1361e-03],\n",
       "                        [ 3.1915e-03,  2.5287e-02,  2.4939e-02],\n",
       "                        [ 1.3968e-02,  1.9613e-02,  2.2382e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-4.1548e-03,  8.8964e-03,  2.0143e-03],\n",
       "                        [ 1.1327e-02,  1.3251e-02,  1.4014e-02],\n",
       "                        [ 7.2196e-03,  1.3045e-02,  2.4827e-02]],\n",
       "              \n",
       "                       [[-1.5025e-02,  5.0530e-03,  7.4766e-03],\n",
       "                        [-2.4685e-02, -1.6732e-02, -1.0888e-02],\n",
       "                        [-2.8064e-02, -1.1875e-02, -3.4120e-03]],\n",
       "              \n",
       "                       [[ 2.8449e-02,  1.4594e-02,  6.9441e-03],\n",
       "                        [ 2.4799e-02,  1.9453e-02,  1.1294e-02],\n",
       "                        [-1.0787e-02, -2.1006e-02, -1.0372e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.4967e-02,  8.2449e-03,  2.0244e-03],\n",
       "                        [ 1.4287e-02, -6.3867e-03, -8.0757e-03],\n",
       "                        [ 2.7547e-02,  1.0791e-02,  1.6567e-02]],\n",
       "              \n",
       "                       [[ 3.6191e-02,  3.8918e-02,  3.9028e-02],\n",
       "                        [-8.3489e-04,  1.3273e-02,  2.0172e-02],\n",
       "                        [-2.0652e-02, -5.4010e-03,  1.7147e-03]],\n",
       "              \n",
       "                       [[ 2.0373e-04,  3.5919e-03,  8.5592e-03],\n",
       "                        [ 6.2363e-03, -9.3086e-05,  1.2940e-02],\n",
       "                        [ 1.3152e-02,  1.0732e-02,  1.9896e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-1.7400e-02, -6.7019e-03, -9.1787e-03],\n",
       "                        [-9.9672e-03,  2.6298e-04,  3.3439e-03],\n",
       "                        [ 1.5721e-02,  1.4216e-02,  2.0509e-02]],\n",
       "              \n",
       "                       [[ 2.1410e-02,  3.6914e-02,  2.8239e-02],\n",
       "                        [ 3.8158e-02,  4.8944e-02,  3.4652e-02],\n",
       "                        [ 3.1723e-02,  4.4208e-02,  4.0035e-02]],\n",
       "              \n",
       "                       [[-3.3437e-03, -1.0482e-02, -5.3990e-03],\n",
       "                        [-5.3186e-03,  1.1394e-02,  1.7593e-03],\n",
       "                        [-5.6652e-03, -6.6373e-03, -1.3492e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.7099e-02, -1.8145e-03, -1.3040e-02],\n",
       "                        [-2.2750e-02, -3.6062e-03, -8.0294e-03],\n",
       "                        [-1.6087e-02, -1.0175e-02, -1.3529e-02]],\n",
       "              \n",
       "                       [[ 4.1701e-04, -5.1785e-03, -2.1884e-02],\n",
       "                        [ 2.6919e-03,  8.9139e-03, -1.4217e-04],\n",
       "                        [-7.3746e-03, -6.6853e-03, -2.3725e-02]],\n",
       "              \n",
       "                       [[ 1.9425e-02,  1.3175e-02,  1.7511e-02],\n",
       "                        [ 1.8235e-02,  4.4286e-02,  2.3767e-02],\n",
       "                        [ 2.6504e-02,  3.3104e-02,  1.9696e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.0177e-02, -1.0701e-02, -2.0428e-02],\n",
       "                        [-1.7986e-02,  5.9928e-03, -1.0584e-03],\n",
       "                        [-1.8794e-02, -1.8773e-03, -6.9449e-03]],\n",
       "              \n",
       "                       [[-2.8498e-03,  1.6427e-03,  1.4575e-04],\n",
       "                        [-5.4403e-03,  8.3667e-03, -9.4164e-03],\n",
       "                        [-4.4999e-03,  5.4902e-03,  2.4863e-03]],\n",
       "              \n",
       "                       [[-1.3356e-02, -2.1525e-02,  5.3421e-04],\n",
       "                        [-1.9160e-02, -2.4645e-02, -1.3791e-02],\n",
       "                        [-6.1991e-03, -1.3174e-02, -3.6783e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-3.3993e-03, -2.7823e-03,  7.6715e-03],\n",
       "                        [-2.0649e-02, -1.2731e-02, -9.4138e-03],\n",
       "                        [-1.3678e-03, -3.4410e-02, -2.6984e-02]],\n",
       "              \n",
       "                       [[-3.5651e-04,  2.0102e-03,  1.4130e-02],\n",
       "                        [-1.3073e-02, -1.6616e-02, -1.2690e-02],\n",
       "                        [-3.5934e-02, -4.1700e-02, -3.3968e-02]],\n",
       "              \n",
       "                       [[ 2.0470e-02,  8.0159e-04, -1.1607e-03],\n",
       "                        [ 9.5101e-03,  3.0336e-02,  2.7362e-02],\n",
       "                        [ 1.5588e-02,  3.2851e-02,  1.3015e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.5574e-02, -3.2971e-02, -3.1939e-02],\n",
       "                        [-2.2502e-02, -5.7187e-03, -5.6729e-03],\n",
       "                        [-2.7309e-02, -1.6981e-02,  1.2832e-04]],\n",
       "              \n",
       "                       [[-1.1925e-02, -2.9479e-02, -2.0437e-02],\n",
       "                        [-2.4408e-02, -2.2069e-02, -1.9965e-03],\n",
       "                        [-2.3279e-02, -5.5140e-03,  2.5630e-02]],\n",
       "              \n",
       "                       [[-1.6100e-02, -8.2417e-03,  1.5266e-04],\n",
       "                        [-2.6195e-03, -8.2754e-03, -2.9435e-02],\n",
       "                        [-2.7493e-03, -2.4889e-02, -2.3583e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.7985e-02,  1.8594e-02,  8.9198e-04],\n",
       "                        [-1.7319e-02,  7.8735e-03, -2.8659e-03],\n",
       "                        [ 3.8596e-03,  2.9061e-02,  2.4188e-02]],\n",
       "              \n",
       "                       [[-2.6735e-02, -1.4391e-02, -4.0148e-02],\n",
       "                        [-2.6728e-02, -2.4455e-02, -6.9176e-03],\n",
       "                        [-5.7244e-02, -2.1995e-04,  5.5438e-02]],\n",
       "              \n",
       "                       [[ 2.3487e-02,  2.7157e-03, -8.4719e-04],\n",
       "                        [ 1.7886e-02,  5.4860e-03,  2.8059e-02],\n",
       "                        [ 4.6468e-03,  1.8598e-02,  1.3761e-03]]]], requires_grad=True)),\n",
       "             ('layer4.0.bn1.running_mean',\n",
       "              tensor([-0.1124, -0.1164, -0.1293, -0.4187, -0.3841, -0.4075, -0.5318, -0.1824,\n",
       "                      -0.7574, -0.8394, -0.1911, -0.2697, -0.4389, -0.2669, -0.4330, -0.4768,\n",
       "                      -0.4965, -0.4738, -0.1415, -0.4245, -0.3285, -0.5264, -0.8126, -0.4011,\n",
       "                      -0.3142, -0.4584, -0.1663, -0.4856, -0.3431, -0.5183, -0.4328, -0.6726,\n",
       "                      -0.4332, -0.4050, -0.1831, -0.4535, -1.0135, -0.0091, -0.4773, -0.3841,\n",
       "                      -0.5013, -0.7427, -0.4992, -0.5870, -0.3608, -0.4751, -0.6086, -0.3768,\n",
       "                      -0.6925, -1.2176, -0.5161, -0.4123, -0.3214, -0.1537, -0.3330, -0.3304,\n",
       "                      -0.4375, -0.5819, -0.4770, -0.5944, -0.2509,  0.2625,  0.1042, -0.3361,\n",
       "                      -0.4330, -0.4002, -0.3678, -0.3667, -0.2196, -0.6465, -0.5887, -0.3854,\n",
       "                      -0.3306, -0.3786, -0.2318, -0.0974, -1.0318, -0.8801, -0.3272, -0.4941,\n",
       "                      -0.6038, -0.4083, -0.1259, -0.1156, -0.1786, -0.5553, -0.7105, -0.2667,\n",
       "                      -0.1680, -0.0074, -0.2463, -0.3361,  0.1572, -0.6019, -0.4686, -0.3578,\n",
       "                      -0.5812, -0.2113, -0.3591, -0.5293, -0.7721, -0.5846, -0.1129, -0.4135,\n",
       "                      -0.4965, -0.6759, -0.4077, -0.4894, -0.3329, -0.3689, -0.0139, -0.1107,\n",
       "                      -0.3289,  0.0494, -0.1049,  0.0325, -0.2145, -0.0585, -0.3660, -0.2958,\n",
       "                      -0.0878, -0.6473, -0.8958, -0.5207, -0.4756, -0.3351, -0.5421,  0.0924,\n",
       "                      -0.9209,  0.0610,  0.0737, -0.3680, -0.7011, -0.5918, -0.5081, -0.4591,\n",
       "                      -0.5154, -0.3190, -0.6232, -0.5512, -0.4814, -0.4307, -0.2918, -0.2123,\n",
       "                      -0.2189, -0.4028, -0.1570, -0.1099, -0.3914, -0.3886, -0.1502, -0.4527,\n",
       "                      -0.1671, -0.2021, -0.5321, -0.2644, -0.5207, -0.5534, -0.5519, -0.3069,\n",
       "                      -0.2326, -0.5709, -0.6164, -0.0115, -0.6641, -0.5729, -0.2750, -0.5720,\n",
       "                      -0.7684, -0.4361, -0.3526, -0.0426, -0.1350, -0.8835, -0.3217, -0.1706,\n",
       "                      -0.4284, -0.4497, -0.7264, -0.9589, -0.3439, -0.6800, -0.4520, -0.5459,\n",
       "                      -0.2993, -0.4854, -0.1415, -0.0290, -0.2729, -0.1666, -0.2346, -0.5397,\n",
       "                      -0.4724, -0.5606, -0.5647, -0.3614, -0.5158, -0.2728, -0.0432, -0.9420,\n",
       "                      -0.5284, -0.6236, -0.3835, -0.6825, -0.5347, -0.4121, -0.2656, -0.5761,\n",
       "                      -0.3379, -0.7679, -0.8335, -0.5631, -0.3712, -0.0170, -0.5099, -0.5196,\n",
       "                      -0.2617, -0.5632, -0.6310, -0.5244, -0.2192, -0.4241, -0.2130, -0.2760,\n",
       "                      -0.1772, -0.5719, -0.4033, -0.7874, -0.3226, -0.2671, -0.3425, -0.7110,\n",
       "                      -0.4422, -0.1318, -0.3841, -0.4050, -0.5102, -0.4865, -0.5415, -0.4790,\n",
       "                      -0.4867, -0.2482, -0.5347,  0.1373, -0.9281, -0.3791, -0.0393, -0.6500,\n",
       "                      -0.0687, -0.2550, -0.7833, -0.1906,  0.0692, -0.5203,  0.1102, -0.4691,\n",
       "                      -0.2165, -0.4058, -0.5252, -0.5489, -0.2243, -0.8912, -0.5753, -0.3787,\n",
       "                      -0.4660, -0.4167, -0.7948, -0.2214,  0.2169, -0.3230, -0.5716, -0.4523,\n",
       "                      -0.2235, -0.5354, -0.6187, -0.6403, -0.5779, -0.6974, -0.4531, -0.4559,\n",
       "                      -0.6742, -0.8658, -0.6413, -0.3098,  0.4122, -0.4813, -0.5268,  0.1341,\n",
       "                      -0.1123, -0.3868, -0.6683, -0.4020, -0.4705, -0.5263, -0.4912, -0.4345,\n",
       "                       0.0675, -0.7317, -0.3467, -0.4757, -0.4845, -0.1666, -0.5546, -0.2875,\n",
       "                      -0.5574, -0.2929, -0.9178,  0.0932, -0.3473, -0.2659, -0.8700, -0.4143,\n",
       "                      -0.6691, -0.3896, -0.3993, -0.3583, -0.9644, -0.5416, -0.3117,  0.1785,\n",
       "                      -0.4971, -0.8436, -0.6282, -0.5113, -0.0999, -0.3834, -0.4330, -0.4084,\n",
       "                      -0.4269, -0.5670, -0.5599,  0.2002, -0.3582, -0.7621, -0.4257, -0.4749,\n",
       "                      -0.2672, -0.4449, -0.4631, -0.5055, -0.3216, -0.5426, -0.2615, -0.5695,\n",
       "                      -0.2981, -0.8440, -0.6237, -0.6642, -0.4691, -0.9326, -0.6129,  0.0988,\n",
       "                      -0.8381, -0.2735, -0.2299, -0.5881, -0.2101, -0.0520, -0.8218, -0.8467,\n",
       "                      -0.1617, -0.2244, -0.4366, -0.1205, -0.5751, -0.6796, -0.4050, -0.0679,\n",
       "                      -0.8405, -0.4547, -0.1708, -0.0480, -0.1587, -0.3734, -0.8896,  0.0825,\n",
       "                      -0.7593, -0.4594, -0.2676, -0.1145, -0.3023, -0.2456, -0.3645, -0.3545,\n",
       "                      -0.8241, -0.1730, -0.2575, -0.0103, -0.3935, -0.7034, -0.2919, -0.2793,\n",
       "                      -0.3966, -0.7128, -0.5211, -0.7188, -0.4073, -0.2814, -0.2293, -0.4529,\n",
       "                      -0.6779, -0.0934, -0.3272, -0.3638, -0.2048, -0.2720, -0.3683, -0.3334,\n",
       "                      -0.6409, -0.2807, -0.4246, -0.0683, -0.3437, -0.1466, -0.6256, -0.4319,\n",
       "                      -0.1858, -0.1817, -0.7679, -0.3353, -0.9588, -0.1952, -0.2006, -0.1280,\n",
       "                      -0.4047, -0.2239, -0.6247, -0.3422, -0.5595, -0.7026,  0.0354, -0.5814,\n",
       "                      -0.7382, -0.3904, -0.3409, -0.8630, -0.3453, -0.1569, -0.6717, -0.5216,\n",
       "                      -0.2329, -0.3564, -0.7584, -0.0124, -0.5398, -0.7708, -0.3359, -0.2909,\n",
       "                      -0.3133, -0.3400, -0.5624, -0.5493, -0.4637, -0.4022, -0.3580, -0.3325,\n",
       "                      -0.3384, -0.2277, -0.2697, -0.2907, -0.2164, -0.2489, -0.0573, -0.3735,\n",
       "                      -0.3996, -0.3451, -0.4648, -0.7143, -0.2062, -0.2513, -0.4464, -0.2624,\n",
       "                      -0.1615, -0.3099, -0.7480, -0.7751, -0.3383, -0.2875, -0.5976, -0.3752,\n",
       "                      -0.9447,  0.9778, -0.5259, -0.0119, -0.3122, -0.3802, -0.7690, -0.3534,\n",
       "                      -0.3268, -0.3882, -0.4871, -0.4404, -0.6773, -0.4915, -0.4891, -0.3313,\n",
       "                      -0.6497, -0.5303, -0.6193, -0.8063, -0.4356, -0.0466, -0.6772, -0.7360,\n",
       "                      -0.6388, -0.4199, -0.4575, -0.5776, -0.5648, -0.2510, -0.2753, -0.4860])),\n",
       "             ('layer4.0.bn1.running_var',\n",
       "              tensor([0.1030, 0.0999, 0.1279, 0.0991, 0.1004, 0.1214, 0.1621, 0.1000, 0.1600,\n",
       "                      0.1227, 0.1053, 0.1421, 0.1020, 0.1322, 0.1003, 0.1064, 0.1366, 0.1246,\n",
       "                      0.1300, 0.1984, 0.1163, 0.1496, 0.1630, 0.1266, 0.1066, 0.1212, 0.1068,\n",
       "                      0.1123, 0.1615, 0.1656, 0.1303, 0.1438, 0.1148, 0.1237, 0.1166, 0.1157,\n",
       "                      0.1930, 0.1042, 0.0904, 0.0956, 0.1063, 0.0841, 0.1163, 0.1349, 0.1176,\n",
       "                      0.1648, 0.1115, 0.1222, 0.1269, 0.1880, 0.1090, 0.1280, 0.1211, 0.1447,\n",
       "                      0.0857, 0.1207, 0.1129, 0.1204, 0.1305, 0.1179, 0.1167, 0.2456, 0.2022,\n",
       "                      0.0975, 0.1263, 0.1045, 0.2082, 0.0831, 0.1038, 0.1231, 0.1124, 0.1105,\n",
       "                      0.1467, 0.1336, 0.1288, 0.1107, 0.1366, 0.1815, 0.1282, 0.1306, 0.1200,\n",
       "                      0.1056, 0.1189, 0.1204, 0.1113, 0.0986, 0.1033, 0.1220, 0.1178, 0.1497,\n",
       "                      0.1115, 0.1130, 0.1207, 0.1372, 0.0990, 0.1461, 0.0985, 0.1184, 0.1507,\n",
       "                      0.1284, 0.1085, 0.1406, 0.1754, 0.1095, 0.0977, 0.0941, 0.1799, 0.1073,\n",
       "                      0.0796, 0.1153, 0.1189, 0.1452, 0.1099, 0.1361, 0.2592, 0.0810, 0.1098,\n",
       "                      0.1573, 0.1272, 0.1837, 0.1360, 0.0959, 0.1403, 0.1303, 0.1342, 0.0965,\n",
       "                      0.1285, 0.2215, 0.1247, 0.1188, 0.1204, 0.1163, 0.1006, 0.1711, 0.1036,\n",
       "                      0.1211, 0.1361, 0.1193, 0.0970, 0.1104, 0.1331, 0.1250, 0.1168, 0.0885,\n",
       "                      0.1163, 0.0893, 0.1681, 0.0934, 0.1244, 0.1188, 0.1640, 0.1081, 0.1310,\n",
       "                      0.1239, 0.1269, 0.0972, 0.1211, 0.1043, 0.2294, 0.1208, 0.1018, 0.1148,\n",
       "                      0.1472, 0.0975, 0.1309, 0.1317, 0.1914, 0.1081, 0.1491, 0.1132, 0.0993,\n",
       "                      0.1167, 0.1473, 0.1204, 0.1012, 0.1201, 0.1062, 0.1190, 0.1336, 0.1204,\n",
       "                      0.1411, 0.1816, 0.1134, 0.1114, 0.1735, 0.1775, 0.1215, 0.1389, 0.0983,\n",
       "                      0.1396, 0.1208, 0.1063, 0.1136, 0.1248, 0.2639, 0.1485, 0.1077, 0.1061,\n",
       "                      0.1551, 0.1727, 0.1251, 0.1360, 0.1216, 0.1526, 0.1103, 0.1045, 0.0857,\n",
       "                      0.1100, 0.1190, 0.1255, 0.1585, 0.1270, 0.1328, 0.1256, 0.1079, 0.1283,\n",
       "                      0.0715, 0.1163, 0.1375, 0.0821, 0.1461, 0.1210, 0.1227, 0.1141, 0.1072,\n",
       "                      0.1492, 0.1203, 0.2086, 0.1131, 0.0747, 0.1385, 0.1496, 0.1287, 0.0992,\n",
       "                      0.1335, 0.1515, 0.1861, 0.1131, 0.1649, 0.0937, 0.1362, 0.0959, 0.0870,\n",
       "                      0.1182, 0.1449, 0.1577, 0.1250, 0.1298, 0.1252, 0.1016, 0.1787, 0.1136,\n",
       "                      0.1204, 0.1126, 0.1295, 0.1371, 0.1136, 0.1469, 0.1608, 0.0994, 0.2343,\n",
       "                      0.1397, 0.1145, 0.1336, 0.1430, 0.1121, 0.1389, 0.1633, 0.1050, 0.1538,\n",
       "                      0.1095, 0.1131, 0.1005, 0.1411, 0.1132, 0.1021, 0.1399, 0.1045, 0.1220,\n",
       "                      0.1303, 0.1541, 0.1425, 0.1217, 0.0941, 0.2309, 0.0997, 0.0928, 0.1263,\n",
       "                      0.1255, 0.0886, 0.1247, 0.1293, 0.1076, 0.1414, 0.0935, 0.1377, 0.1662,\n",
       "                      0.1451, 0.1051, 0.1116, 0.1321, 0.1895, 0.1370, 0.1350, 0.1285, 0.0951,\n",
       "                      0.1843, 0.2134, 0.1534, 0.1752, 0.1721, 0.0990, 0.1510, 0.1052, 0.1361,\n",
       "                      0.1463, 0.1610, 0.1596, 0.1157, 0.0883, 0.1122, 0.1188, 0.1181, 0.1356,\n",
       "                      0.1305, 0.1074, 0.1093, 0.1180, 0.0961, 0.2218, 0.1376, 0.1151, 0.1370,\n",
       "                      0.1296, 0.1005, 0.0916, 0.1126, 0.0927, 0.1432, 0.0977, 0.1235, 0.1426,\n",
       "                      0.1382, 0.1386, 0.1177, 0.1315, 0.1288, 0.1192, 0.1377, 0.1368, 0.1468,\n",
       "                      0.1088, 0.1311, 0.1216, 0.1078, 0.1238, 0.1370, 0.1052, 0.1886, 0.1694,\n",
       "                      0.1326, 0.1314, 0.1080, 0.1096, 0.1218, 0.1724, 0.1309, 0.0959, 0.1403,\n",
       "                      0.1235, 0.0953, 0.1568, 0.1517, 0.1197, 0.2459, 0.1258, 0.0967, 0.0933,\n",
       "                      0.0624, 0.1311, 0.0904, 0.1298, 0.1141, 0.1106, 0.1079, 0.1113, 0.1231,\n",
       "                      0.1412, 0.1160, 0.1561, 0.2678, 0.1610, 0.1171, 0.1981, 0.1232, 0.1209,\n",
       "                      0.1024, 0.1028, 0.1370, 0.0792, 0.1250, 0.1407, 0.1429, 0.1258, 0.1135,\n",
       "                      0.1144, 0.1183, 0.1113, 0.1903, 0.1068, 0.1368, 0.1185, 0.1132, 0.1182,\n",
       "                      0.1056, 0.0920, 0.1041, 0.1524, 0.1525, 0.1355, 0.2332, 0.1436, 0.1497,\n",
       "                      0.1969, 0.1629, 0.1681, 0.1129, 0.1383, 0.1483, 0.1190, 0.1353, 0.1182,\n",
       "                      0.1201, 0.1007, 0.1146, 0.1776, 0.1119, 0.1096, 0.1113, 0.1581, 0.0983,\n",
       "                      0.1244, 0.1458, 0.1137, 0.1371, 0.1809, 0.2130, 0.1372, 0.0939, 0.1047,\n",
       "                      0.1311, 0.1918, 0.1234, 0.0939, 0.1210, 0.1386, 0.0903, 0.1178, 0.1601,\n",
       "                      0.1571, 0.1462, 0.1532, 0.2961, 0.0971, 0.1383, 0.1163, 0.0939, 0.1179,\n",
       "                      0.1066, 0.1472, 0.1305, 0.1430, 0.1198, 0.1306, 0.1825, 0.1339, 0.1046,\n",
       "                      0.0709, 0.1584, 0.1002, 0.1495, 0.1604, 0.1422, 0.1146, 0.0903, 0.0900,\n",
       "                      0.1229, 0.1567, 0.1262, 0.1163, 0.1507, 0.1026, 0.1223, 0.1404, 0.1365,\n",
       "                      0.1182, 0.0923, 0.1189, 0.1092, 0.1069, 0.1234, 0.2338, 0.1229, 0.1110,\n",
       "                      0.0989, 0.1133, 0.0932, 0.1583, 0.1236, 0.1395, 0.1109, 0.1057])),\n",
       "             ('layer4.0.bn1.weight', Parameter containing:\n",
       "              tensor([0.2427, 0.2232, 0.2511, 0.2288, 0.2074, 0.2905, 0.2482, 0.3102, 0.2749,\n",
       "                      0.2892, 0.2448, 0.1759, 0.2426, 0.2780, 0.2315, 0.2631, 0.3383, 0.2785,\n",
       "                      0.2536, 0.2989, 0.2335, 0.2812, 0.3486, 0.2778, 0.2280, 0.2547, 0.3032,\n",
       "                      0.2468, 0.2512, 0.2973, 0.2577, 0.3200, 0.2385, 0.2714, 0.2532, 0.2625,\n",
       "                      0.3344, 0.2626, 0.1838, 0.2839, 0.2187, 0.2666, 0.2858, 0.2471, 0.2915,\n",
       "                      0.2332, 0.2637, 0.2691, 0.2432, 0.2384, 0.2356, 0.2525, 0.2564, 0.2451,\n",
       "                      0.2529, 0.2522, 0.2800, 0.3165, 0.2340, 0.2634, 0.2569, 0.1942, 0.2621,\n",
       "                      0.2205, 0.2301, 0.2323, 0.2811, 0.1897, 0.2280, 0.3472, 0.2717, 0.3191,\n",
       "                      0.2440, 0.2719, 0.2781, 0.2262, 0.3444, 0.2648, 0.2725, 0.2851, 0.2039,\n",
       "                      0.2935, 0.2742, 0.2774, 0.2654, 0.2430, 0.2721, 0.2708, 0.3085, 0.2895,\n",
       "                      0.2596, 0.2147, 0.3119, 0.3449, 0.2262, 0.2814, 0.2326, 0.2712, 0.2637,\n",
       "                      0.2323, 0.3333, 0.2714, 0.2991, 0.2747, 0.2515, 0.2394, 0.2709, 0.2836,\n",
       "                      0.2866, 0.2408, 0.2560, 0.2048, 0.2394, 0.2813, 0.3267, 0.2761, 0.2123,\n",
       "                      0.2715, 0.2540, 0.2771, 0.3209, 0.1905, 0.3989, 0.2676, 0.2357, 0.2169,\n",
       "                      0.3216, 0.3596, 0.2838, 0.2648, 0.2702, 0.2469, 0.2442, 0.2553, 0.2599,\n",
       "                      0.2693, 0.2399, 0.2700, 0.2063, 0.2711, 0.2834, 0.2781, 0.2529, 0.2013,\n",
       "                      0.2343, 0.2082, 0.3063, 0.1635, 0.2673, 0.2197, 0.2787, 0.2724, 0.2744,\n",
       "                      0.2287, 0.2969, 0.2662, 0.2982, 0.2396, 0.3039, 0.2319, 0.2773, 0.2661,\n",
       "                      0.2898, 0.2489, 0.3060, 0.2612, 0.2937, 0.3045, 0.2999, 0.2580, 0.2093,\n",
       "                      0.2714, 0.2993, 0.2679, 0.2963, 0.2754, 0.2580, 0.2566, 0.2634, 0.2325,\n",
       "                      0.2442, 0.2934, 0.2398, 0.2631, 0.2851, 0.2870, 0.2239, 0.2410, 0.2676,\n",
       "                      0.2681, 0.2638, 0.2732, 0.2812, 0.2203, 0.2670, 0.2764, 0.2550, 0.3160,\n",
       "                      0.2888, 0.2615, 0.2178, 0.2485, 0.2414, 0.2798, 0.2872, 0.2767, 0.2551,\n",
       "                      0.2429, 0.2459, 0.3288, 0.3024, 0.2912, 0.2625, 0.3019, 0.2643, 0.2721,\n",
       "                      0.2108, 0.2368, 0.2269, 0.1988, 0.2830, 0.2569, 0.2349, 0.2755, 0.2442,\n",
       "                      0.2717, 0.2747, 0.2785, 0.2516, 0.2227, 0.2783, 0.2465, 0.2652, 0.2641,\n",
       "                      0.2960, 0.2671, 0.2679, 0.2537, 0.2847, 0.2507, 0.2525, 0.2024, 0.2311,\n",
       "                      0.2618, 0.2764, 0.3031, 0.2452, 0.2716, 0.2273, 0.2295, 0.2611, 0.2329,\n",
       "                      0.2690, 0.2753, 0.2737, 0.2590, 0.2421, 0.2685, 0.3392, 0.3073, 0.1371,\n",
       "                      0.3650, 0.2980, 0.2460, 0.2487, 0.2912, 0.2704, 0.2560, 0.2213, 0.2569,\n",
       "                      0.2661, 0.2367, 0.2742, 0.2847, 0.3055, 0.2671, 0.2819, 0.2791, 0.2401,\n",
       "                      0.2549, 0.2210, 0.3507, 0.2852, 0.2162, 0.2821, 0.2369, 0.2905, 0.2826,\n",
       "                      0.2300, 0.2745, 0.2437, 0.2522, 0.2489, 0.2395, 0.2851, 0.2887, 0.2621,\n",
       "                      0.2500, 0.2689, 0.2427, 0.3010, 0.3067, 0.2861, 0.2387, 0.2462, 0.2859,\n",
       "                      0.2550, 0.2630, 0.2442, 0.2145, 0.2898, 0.2282, 0.2327, 0.2242, 0.2738,\n",
       "                      0.2485, 0.2379, 0.3058, 0.2798, 0.2761, 0.2252, 0.2866, 0.2660, 0.3250,\n",
       "                      0.2612, 0.2767, 0.3205, 0.2932, 0.3183, 0.2939, 0.3103, 0.2553, 0.2981,\n",
       "                      0.3667, 0.3086, 0.2254, 0.2352, 0.2348, 0.2555, 0.2597, 0.2369, 0.3017,\n",
       "                      0.2776, 0.2728, 0.3174, 0.2785, 0.2721, 0.2637, 0.2702, 0.3633, 0.2869,\n",
       "                      0.2675, 0.3405, 0.2587, 0.2732, 0.2747, 0.2821, 0.2750, 0.2630, 0.2018,\n",
       "                      0.2358, 0.3034, 0.3155, 0.3013, 0.2775, 0.2511, 0.2945, 0.1605, 0.2825,\n",
       "                      0.2964, 0.2194, 0.2061, 0.2332, 0.2348, 0.2663, 0.2543, 0.2927, 0.2215,\n",
       "                      0.2521, 0.2827, 0.1993, 0.2453, 0.2597, 0.2654, 0.2757, 0.2650, 0.2444,\n",
       "                      0.2949, 0.2308, 0.3071, 0.1904, 0.3024, 0.2786, 0.3659, 0.2966, 0.2746,\n",
       "                      0.2449, 0.2201, 0.2564, 0.2853, 0.2392, 0.2457, 0.2467, 0.2374, 0.2664,\n",
       "                      0.2460, 0.3182, 0.1793, 0.2379, 0.2596, 0.2847, 0.2452, 0.1974, 0.2388,\n",
       "                      0.2949, 0.2879, 0.2786, 0.2765, 0.3296, 0.2530, 0.2690, 0.2547, 0.2333,\n",
       "                      0.2348, 0.2690, 0.2718, 0.2679, 0.2516, 0.2710, 0.2366, 0.2601, 0.2764,\n",
       "                      0.2880, 0.2008, 0.2637, 0.2263, 0.2511, 0.2604, 0.2805, 0.2989, 0.2965,\n",
       "                      0.2597, 0.2767, 0.2553, 0.2959, 0.2512, 0.2925, 0.3008, 0.2423, 0.2394,\n",
       "                      0.2708, 0.3704, 0.2879, 0.2532, 0.2248, 0.2023, 0.2279, 0.2366, 0.3082,\n",
       "                      0.2980, 0.2909, 0.2777, 0.4293, 0.2658, 0.2940, 0.2418, 0.2816, 0.3247,\n",
       "                      0.2647, 0.2216, 0.2758, 0.2421, 0.2078, 0.2332, 0.2271, 0.2611, 0.3650,\n",
       "                      0.2017, 0.2598, 0.2160, 0.2641, 0.1408, 0.2664, 0.2502, 0.2553, 0.2227,\n",
       "                      0.2417, 0.2696, 0.2388, 0.2833, 0.2333, 0.2667, 0.2224, 0.2691, 0.2710,\n",
       "                      0.2459, 0.2674, 0.2430, 0.2593, 0.1851, 0.2950, 0.3664, 0.2212, 0.3026,\n",
       "                      0.1840, 0.3443, 0.2140, 0.3717, 0.2360, 0.3081, 0.2638, 0.2233],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.bn1.bias', Parameter containing:\n",
       "              tensor([-0.1986, -0.1593, -0.2054, -0.1598, -0.1268, -0.3226, -0.1597, -0.3477,\n",
       "                      -0.2497, -0.2730, -0.2319, -0.0286, -0.1899, -0.2813, -0.1733, -0.2412,\n",
       "                      -0.3712, -0.2747, -0.2053, -0.2585, -0.1535, -0.2748, -0.3241, -0.2525,\n",
       "                      -0.1906, -0.2252, -0.3436, -0.2202, -0.1664, -0.2716, -0.1920, -0.3399,\n",
       "                      -0.2026, -0.2972, -0.2616, -0.2238, -0.2486, -0.2606, -0.0893, -0.3572,\n",
       "                      -0.1283, -0.2583, -0.2450, -0.1523, -0.3165, -0.1445, -0.2522, -0.1963,\n",
       "                      -0.1794, -0.1071, -0.1662, -0.2053, -0.2530, -0.1447, -0.2517, -0.2062,\n",
       "                      -0.2817, -0.3376, -0.1382, -0.2389, -0.2557, -0.0156, -0.2169, -0.1763,\n",
       "                      -0.1486, -0.2122, -0.2002, -0.0716, -0.2089, -0.3580, -0.2588, -0.3599,\n",
       "                      -0.1528, -0.2107, -0.2925, -0.1855, -0.3970, -0.1257, -0.2574, -0.2412,\n",
       "                      -0.0863, -0.3065, -0.2701, -0.3380, -0.2485, -0.1935, -0.2987, -0.2279,\n",
       "                      -0.3600, -0.2764, -0.2480, -0.1208, -0.3378, -0.2661, -0.1677, -0.2470,\n",
       "                      -0.2152, -0.2591, -0.1936, -0.1543, -0.4117, -0.1570, -0.2372, -0.2997,\n",
       "                      -0.2124, -0.2034, -0.1848, -0.3070, -0.3438, -0.1839, -0.1937, -0.0916,\n",
       "                      -0.2338, -0.3558, -0.1967, -0.3303, -0.1398, -0.2177, -0.1665, -0.1857,\n",
       "                      -0.3115, -0.1049, -0.4229, -0.2408, -0.1320, -0.1631, -0.3378, -0.3300,\n",
       "                      -0.3183, -0.2268, -0.2787, -0.1950, -0.1950, -0.1463, -0.2437, -0.2297,\n",
       "                      -0.1282, -0.2164, -0.1179, -0.2437, -0.2611, -0.2656, -0.1948, -0.1208,\n",
       "                      -0.1668, -0.1351, -0.2713, -0.0560, -0.2243, -0.1318, -0.2356, -0.2720,\n",
       "                      -0.2051, -0.1736, -0.2891, -0.2627, -0.3358, -0.1779, -0.2309, -0.1477,\n",
       "                      -0.2685, -0.1882, -0.2629, -0.1983, -0.3522, -0.1905, -0.2778, -0.3395,\n",
       "                      -0.2895, -0.2240, -0.1150, -0.2462, -0.2426, -0.2581, -0.3133, -0.2315,\n",
       "                      -0.2271, -0.2077, -0.2109, -0.1371, -0.1323, -0.2529, -0.1716, -0.2532,\n",
       "                      -0.2277, -0.2084, -0.1803, -0.1868, -0.2404, -0.2166, -0.2197, -0.2870,\n",
       "                      -0.3062, -0.1507, -0.1054, -0.2199, -0.2415, -0.3310, -0.2700, -0.1568,\n",
       "                      -0.1449, -0.2610, -0.1828, -0.2648, -0.3134, -0.2937, -0.2687, -0.2115,\n",
       "                      -0.2164, -0.4522, -0.2999, -0.3032, -0.2292, -0.3099, -0.2642, -0.2695,\n",
       "                      -0.1441, -0.1671, -0.1570, -0.1415, -0.2222, -0.1736, -0.1481, -0.2573,\n",
       "                      -0.2060, -0.1703, -0.2360, -0.1770, -0.2132, -0.2016, -0.3001, -0.1518,\n",
       "                      -0.2086, -0.2805, -0.2698, -0.2292, -0.1293, -0.2514, -0.2600, -0.2454,\n",
       "                      -0.1744, -0.1029, -0.1679, -0.2353, -0.2007, -0.3363, -0.1640, -0.2430,\n",
       "                      -0.1699, -0.1697, -0.1837, -0.1625, -0.2415, -0.2687, -0.2305, -0.2029,\n",
       "                      -0.2209, -0.2240, -0.2675, -0.3233,  0.1462, -0.4777, -0.2376, -0.1489,\n",
       "                      -0.1462, -0.3055, -0.2234, -0.1697, -0.1952, -0.2131, -0.2340, -0.2039,\n",
       "                      -0.3054, -0.2596, -0.3470, -0.2176, -0.2706, -0.2897, -0.1729, -0.2300,\n",
       "                      -0.1066, -0.3556, -0.2912, -0.1777, -0.2007, -0.1699, -0.3009, -0.3046,\n",
       "                      -0.1693, -0.2602, -0.2053, -0.1810, -0.1808, -0.1730, -0.3757, -0.1808,\n",
       "                      -0.1805, -0.1895, -0.2643, -0.2075, -0.2365, -0.1975, -0.3064, -0.1984,\n",
       "                      -0.1811, -0.3676, -0.1198, -0.1485, -0.1770, -0.0781, -0.2052, -0.1360,\n",
       "                      -0.1417, -0.1691, -0.2395, -0.1785, -0.1747, -0.2484, -0.2717, -0.3096,\n",
       "                      -0.1465, -0.2239, -0.2584, -0.3572, -0.2311, -0.2878, -0.3841, -0.3475,\n",
       "                      -0.3896, -0.1891, -0.2861, -0.2431, -0.2837, -0.4365, -0.3353, -0.1802,\n",
       "                      -0.1976, -0.1529, -0.1978, -0.2535, -0.1954, -0.2667, -0.2813, -0.2487,\n",
       "                      -0.3070, -0.2339, -0.2212, -0.1925, -0.2224, -0.4178, -0.3151, -0.2663,\n",
       "                      -0.3581, -0.1935, -0.2385, -0.2424, -0.1850, -0.2265, -0.1803, -0.0777,\n",
       "                      -0.1492, -0.3361, -0.4133, -0.3123, -0.2745, -0.1247, -0.3102,  0.0041,\n",
       "                      -0.1981, -0.3301, -0.2047, -0.1053, -0.1653, -0.1634, -0.1116, -0.2314,\n",
       "                      -0.3191, -0.1818, -0.2657, -0.2220, -0.1029, -0.1999, -0.2702, -0.2139,\n",
       "                      -0.2256, -0.2653, -0.1630, -0.3322, -0.1617, -0.3446,  0.0288, -0.2456,\n",
       "                      -0.3171, -0.3580, -0.2857, -0.2520, -0.2031, -0.1522, -0.2203, -0.3490,\n",
       "                      -0.1685, -0.1424, -0.1602, -0.1553, -0.3057, -0.2420, -0.3536, -0.0551,\n",
       "                      -0.0987, -0.2272, -0.2619, -0.2035, -0.0906, -0.1976, -0.3040, -0.2732,\n",
       "                      -0.3161, -0.2102, -0.3384, -0.1740, -0.1475, -0.1842, -0.1823, -0.1151,\n",
       "                      -0.2183, -0.2010, -0.2659, -0.2205, -0.2567, -0.1633, -0.2213, -0.2658,\n",
       "                      -0.2938, -0.1069, -0.2522, -0.1103, -0.2216, -0.2244, -0.2908, -0.2176,\n",
       "                      -0.3605, -0.2374, -0.2391, -0.2251, -0.2256, -0.1339, -0.1970, -0.2970,\n",
       "                      -0.2206, -0.2051, -0.2229, -0.3602, -0.2923, -0.2498, -0.1466, -0.0979,\n",
       "                      -0.1686, -0.2158, -0.2881, -0.3002, -0.2760, -0.2496, -0.3536, -0.2868,\n",
       "                      -0.3251, -0.1847, -0.3062, -0.3861, -0.2650, -0.1339, -0.1846, -0.1630,\n",
       "                      -0.0630, -0.1717, -0.1415, -0.1906, -0.4611, -0.1391, -0.1920, -0.1369,\n",
       "                      -0.1647, -0.0055, -0.2598, -0.2653, -0.2319, -0.1780, -0.1913, -0.2055,\n",
       "                      -0.1891, -0.2625, -0.1633, -0.2497, -0.1696, -0.1907, -0.2431, -0.1825,\n",
       "                      -0.2607, -0.1943, -0.2361, -0.0581, -0.2758, -0.2593, -0.1466, -0.3589,\n",
       "                      -0.0439, -0.3440, -0.1089, -0.4219, -0.1503, -0.2792, -0.3035, -0.1156],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.conv2.weight', Parameter containing:\n",
       "              tensor([[[[ 1.6218e-04, -1.4720e-02, -1.7000e-02],\n",
       "                        [-1.2850e-02, -3.3085e-02, -3.6656e-02],\n",
       "                        [ 2.7812e-02,  1.7691e-02, -1.8369e-02]],\n",
       "              \n",
       "                       [[ 1.0528e-02,  3.1379e-02,  2.4801e-02],\n",
       "                        [-1.2698e-02, -2.9453e-02, -1.1834e-02],\n",
       "                        [-9.4094e-03, -8.9462e-03, -3.1349e-02]],\n",
       "              \n",
       "                       [[-7.8447e-03, -2.9256e-02,  5.3590e-03],\n",
       "                        [-1.3791e-02, -1.1116e-02,  5.0388e-03],\n",
       "                        [-2.4919e-03,  7.3514e-03,  5.4013e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.0276e-03, -1.0275e-02, -2.9986e-02],\n",
       "                        [-3.8465e-03,  1.9549e-03, -1.6291e-02],\n",
       "                        [-1.8100e-03,  8.3778e-03, -8.5481e-03]],\n",
       "              \n",
       "                       [[-1.8196e-02, -1.3533e-02, -1.7457e-02],\n",
       "                        [ 2.2457e-02,  5.7402e-02,  1.9325e-02],\n",
       "                        [-2.4977e-02, -3.2113e-02, -8.1780e-03]],\n",
       "              \n",
       "                       [[ 3.6550e-03,  4.9358e-03, -5.7597e-03],\n",
       "                        [-1.6875e-02,  1.3999e-04,  3.7629e-04],\n",
       "                        [-2.6272e-03,  1.0947e-03,  1.1145e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 1.4018e-02,  3.9198e-03, -1.7189e-03],\n",
       "                        [-1.3175e-03,  4.3503e-04, -1.1798e-02],\n",
       "                        [-9.8003e-03, -1.7693e-02, -1.9910e-02]],\n",
       "              \n",
       "                       [[-1.4957e-02, -1.9796e-02, -2.8724e-02],\n",
       "                        [ 5.8908e-03, -1.5228e-02, -5.6715e-03],\n",
       "                        [ 2.9284e-03, -1.8028e-02, -7.1433e-03]],\n",
       "              \n",
       "                       [[-1.1625e-02, -3.3804e-02, -1.0025e-02],\n",
       "                        [-1.6606e-02, -5.5716e-02, -2.3204e-02],\n",
       "                        [-2.5758e-02, -4.3135e-02, -2.5901e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.5007e-02, -1.4333e-02, -2.5937e-03],\n",
       "                        [-2.3078e-02, -1.5820e-02, -2.2818e-03],\n",
       "                        [-4.1318e-03, -8.0353e-03, -2.3236e-03]],\n",
       "              \n",
       "                       [[-1.8531e-02, -1.8004e-02, -2.8084e-02],\n",
       "                        [-3.6680e-02, -6.8641e-02, -5.2469e-02],\n",
       "                        [-1.1712e-02, -2.4334e-02, -1.6733e-02]],\n",
       "              \n",
       "                       [[-2.2078e-02, -2.9163e-02, -3.8717e-03],\n",
       "                        [-7.0301e-03,  1.6718e-02,  5.4339e-03],\n",
       "                        [-1.3131e-02,  1.1999e-02, -1.7480e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-5.2378e-03, -3.4890e-03, -2.0851e-03],\n",
       "                        [ 1.5306e-02, -2.1752e-02, -8.7682e-03],\n",
       "                        [ 2.2460e-02,  9.9175e-03, -3.3635e-03]],\n",
       "              \n",
       "                       [[ 7.4677e-03, -9.1762e-03, -9.2569e-05],\n",
       "                        [ 1.9441e-04,  1.2344e-03, -8.9978e-03],\n",
       "                        [-5.1243e-04,  2.1850e-04, -4.8828e-03]],\n",
       "              \n",
       "                       [[ 1.7078e-02,  3.3955e-03,  9.3503e-03],\n",
       "                        [ 2.0334e-02, -1.0621e-04, -8.2017e-05],\n",
       "                        [ 1.0706e-02, -1.8414e-03,  1.0828e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.2008e-02,  2.3494e-02,  2.5386e-02],\n",
       "                        [ 1.9307e-02,  2.3924e-02,  2.8972e-02],\n",
       "                        [ 9.9003e-03,  2.0158e-02,  2.2655e-02]],\n",
       "              \n",
       "                       [[-9.8395e-03, -1.1114e-02, -3.7696e-03],\n",
       "                        [-2.9508e-02, -3.6956e-02, -1.8228e-02],\n",
       "                        [-1.3663e-03, -2.5845e-03,  1.0352e-02]],\n",
       "              \n",
       "                       [[-7.3867e-03, -2.5413e-02, -2.1942e-02],\n",
       "                        [-1.6699e-02, -1.5133e-02, -1.3030e-02],\n",
       "                        [-2.0090e-02,  3.7970e-03, -1.0341e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-1.6157e-02, -1.6883e-02, -2.8328e-04],\n",
       "                        [-7.7759e-03, -2.4465e-03, -1.4641e-02],\n",
       "                        [ 2.4639e-02,  3.9862e-02,  2.1048e-02]],\n",
       "              \n",
       "                       [[ 2.4491e-03, -9.3885e-03, -1.1786e-02],\n",
       "                        [ 2.5301e-02,  2.5625e-04,  7.1335e-03],\n",
       "                        [ 2.2342e-02,  1.9042e-02,  7.2526e-03]],\n",
       "              \n",
       "                       [[-1.4652e-02, -2.7802e-02, -4.3564e-03],\n",
       "                        [-1.7961e-02, -4.3846e-02,  2.7409e-03],\n",
       "                        [-4.7968e-03, -8.4231e-03,  1.2070e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-2.0171e-02, -3.3546e-02, -1.6728e-02],\n",
       "                        [-1.7847e-02, -5.1713e-02, -2.6780e-02],\n",
       "                        [-1.3145e-03, -4.3181e-03, -9.6373e-03]],\n",
       "              \n",
       "                       [[-5.3917e-03, -2.0410e-04,  2.7798e-03],\n",
       "                        [-9.6882e-04, -2.5141e-02,  1.4804e-02],\n",
       "                        [ 2.8748e-02,  9.0832e-03,  4.2548e-02]],\n",
       "              \n",
       "                       [[-1.5698e-02, -1.9303e-02, -9.1469e-03],\n",
       "                        [-2.0025e-02, -1.1131e-02, -3.3902e-02],\n",
       "                        [-5.7436e-03, -7.3640e-03, -1.0044e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-8.8612e-03, -4.5370e-03, -1.2354e-02],\n",
       "                        [-5.9245e-03, -1.7058e-02, -2.8041e-02],\n",
       "                        [-1.0435e-02,  7.6695e-04, -1.0578e-02]],\n",
       "              \n",
       "                       [[ 9.5200e-03, -5.1975e-03,  1.2947e-02],\n",
       "                        [ 4.4305e-03, -2.3992e-02, -8.4569e-04],\n",
       "                        [ 4.6608e-03,  9.6787e-03,  8.2174e-03]],\n",
       "              \n",
       "                       [[ 5.1559e-03,  4.4635e-04, -7.9934e-03],\n",
       "                        [ 3.3069e-03,  1.4450e-02,  8.9234e-03],\n",
       "                        [ 6.3402e-03,  1.9043e-02,  1.9021e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 7.6964e-03, -1.3777e-02,  6.0539e-03],\n",
       "                        [-1.5745e-03, -2.3391e-02, -1.0052e-02],\n",
       "                        [ 9.5183e-03, -1.2251e-02,  2.2436e-03]],\n",
       "              \n",
       "                       [[ 1.0375e-02,  3.5875e-03, -5.7940e-04],\n",
       "                        [ 7.0412e-03, -1.0673e-02, -4.9120e-03],\n",
       "                        [-2.6034e-03,  1.1306e-02,  7.0696e-03]],\n",
       "              \n",
       "                       [[-1.7509e-02, -2.3182e-02, -1.7897e-02],\n",
       "                        [-1.7769e-03,  1.9672e-03, -7.3220e-03],\n",
       "                        [-6.6833e-03,  9.8286e-03,  2.0653e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.8375e-02, -8.1936e-03,  1.8009e-02],\n",
       "                        [ 1.5829e-02, -1.3571e-02, -1.9335e-02],\n",
       "                        [ 4.0766e-03, -1.5722e-02, -5.0620e-02]],\n",
       "              \n",
       "                       [[-5.5310e-03, -1.8996e-02, -7.9436e-03],\n",
       "                        [ 1.3825e-03, -4.9608e-02,  1.7256e-03],\n",
       "                        [ 7.6629e-03, -7.6101e-03,  1.2541e-02]],\n",
       "              \n",
       "                       [[ 1.8052e-02,  3.1718e-02,  4.2556e-03],\n",
       "                        [-3.6760e-03,  3.0490e-03, -1.2264e-02],\n",
       "                        [-8.9404e-03, -1.6604e-02,  1.6348e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 5.3192e-03,  1.8204e-02,  1.8114e-02],\n",
       "                        [-6.1202e-03,  1.5905e-03,  2.0264e-02],\n",
       "                        [-1.1471e-02, -1.5697e-02,  9.0871e-03]],\n",
       "              \n",
       "                       [[ 3.7707e-03,  8.0599e-03,  1.8290e-02],\n",
       "                        [ 1.7257e-02,  6.9638e-03,  1.8746e-02],\n",
       "                        [ 1.0751e-02,  1.3663e-02, -1.0081e-03]],\n",
       "              \n",
       "                       [[ 1.9711e-02, -1.4569e-02, -2.4663e-02],\n",
       "                        [ 2.5966e-03, -2.4807e-02,  9.3861e-03],\n",
       "                        [-1.2876e-03,  1.3974e-03,  1.3434e-02]]]], requires_grad=True)),\n",
       "             ('layer4.0.bn2.running_mean',\n",
       "              tensor([-0.2323, -0.2009, -0.1230, -0.1102, -0.0945, -0.1073, -0.1357, -0.1954,\n",
       "                      -0.1826, -0.1890, -0.1432, -0.1667, -0.1086, -0.1213, -0.1614, -0.1109,\n",
       "                      -0.1794, -0.1853, -0.1421, -0.1549, -0.1322, -0.1870, -0.1730, -0.1042,\n",
       "                      -0.1547, -0.1679, -0.1846, -0.1568, -0.1340, -0.0786, -0.1664, -0.1481,\n",
       "                      -0.1538, -0.1475, -0.1476, -0.1409, -0.2402, -0.0707, -0.0515, -0.1052,\n",
       "                      -0.1535, -0.2514, -0.1963, -0.1318, -0.1389, -0.1726, -0.2069, -0.1794,\n",
       "                      -0.0709, -0.1851, -0.1337, -0.0983, -0.1463, -0.1685, -0.1355, -0.1603,\n",
       "                      -0.1008, -0.1787, -0.2180, -0.1460, -0.1948, -0.1348, -0.2020, -0.1971,\n",
       "                      -0.1880, -0.0911, -0.1778, -0.1945, -0.0790, -0.2138, -0.1080, -0.1863,\n",
       "                      -0.1487, -0.1820, -0.1090, -0.1556, -0.1834, -0.1325, -0.1903, -0.1287,\n",
       "                      -0.1414, -0.0978, -0.0961, -0.1062, -0.1628, -0.1549, -0.1931, -0.1080,\n",
       "                      -0.1673,  0.0160, -0.1061, -0.0820, -0.1730, -0.1498, -0.1451, -0.1533,\n",
       "                      -0.0621, -0.1445, -0.0918, -0.1844, -0.2001, -0.1960, -0.2816, -0.1050,\n",
       "                      -0.0827, -0.0967, -0.1907, -0.2045, -0.1425, -0.1722, -0.1856, -0.1481,\n",
       "                      -0.0500, -0.1964, -0.2529, -0.1305, -0.1833, -0.1010, -0.1678, -0.0904,\n",
       "                      -0.1421, -0.1829, -0.1483, -0.1604, -0.2044, -0.2470, -0.2574,  0.0411,\n",
       "                      -0.1046, -0.0987, -0.1557, -0.1563, -0.1190, -0.0537, -0.1004, -0.1289,\n",
       "                      -0.1472, -0.1177, -0.1001, -0.1697, -0.1182, -0.1078, -0.0982, -0.0848,\n",
       "                      -0.1159, -0.2130, -0.1836, -0.1310, -0.1298, -0.1068, -0.1665, -0.1800,\n",
       "                      -0.1908, -0.1894, -0.1793, -0.1248, -0.1584, -0.0122, -0.1105, -0.0558,\n",
       "                      -0.1281, -0.0900, -0.1077, -0.0362, -0.1808, -0.1684, -0.1897, -0.1344,\n",
       "                      -0.1439, -0.1051, -0.1875, -0.1760, -0.0602, -0.1801, -0.1497, -0.0929,\n",
       "                      -0.1682, -0.1124, -0.2335, -0.1392, -0.1584, -0.1489, -0.0831, -0.1165,\n",
       "                      -0.1117, -0.1485, -0.2255, -0.0950, -0.3208, -0.1579, -0.2568, -0.0963,\n",
       "                      -0.1540, -0.0998, -0.1362, -0.2135, -0.2037, -0.1357, -0.1213, -0.1102,\n",
       "                      -0.1944, -0.1846, -0.1457, -0.1200, -0.1515, -0.1240, -0.1507, -0.1459,\n",
       "                      -0.1838, -0.0138, -0.1594, -0.1894, -0.1916, -0.0972, -0.1900, -0.0623,\n",
       "                      -0.1021, -0.0999, -0.2354, -0.2060, -0.1587, -0.0965, -0.0440, -0.1450,\n",
       "                      -0.2433, -0.1366, -0.1435, -0.1234, -0.0996, -0.1855, -0.1259, -0.1713,\n",
       "                      -0.2071,  0.3675, -0.1830, -0.0825, -0.1592,  0.4767, -0.1776, -0.2842,\n",
       "                      -0.1735, -0.2587, -0.0918, -0.0702, -0.1917, -0.2316, -0.1425, -0.2009,\n",
       "                      -0.1625, -0.0506, -0.1747, -0.1638, -0.0841, -0.0549, -0.1516, -0.2360,\n",
       "                      -0.1172, -0.1092, -0.0038, -0.1679, -0.1220, -0.0646, -0.1783, -0.1515,\n",
       "                      -0.0512, -0.0918, -0.0816, -0.1421, -0.1359,  0.0083, -0.2484, -0.1884,\n",
       "                      -0.0736, -0.1139, -0.2213, -0.1780, -0.1929, -0.1703, -0.1334, -0.2096,\n",
       "                      -0.1853, -0.1166, -0.1438, -0.1881,  0.1436, -0.0686, -0.1421, -0.1335,\n",
       "                      -0.1524, -0.2322, -0.2406, -0.0871, -0.1397, -0.1480, -0.1512, -0.1262,\n",
       "                      -0.1244, -0.1173, -0.1291, -0.1326, -0.1113, -0.2080, -0.1329, -0.1498,\n",
       "                      -0.1469, -0.1715, -0.1090, -0.1383, -0.0470, -0.1454, -0.1737, -0.2443,\n",
       "                      -0.1302, -0.0830, -0.1078, -0.1338, -0.1451, -0.1278, -0.1947, -0.0877,\n",
       "                      -0.1288, -0.1151, -0.1809, -0.1068, -0.1797, -0.1599, -0.1411, -0.2104,\n",
       "                      -0.1189, -0.1548, -0.1769, -0.2152, -0.2549, -0.1977, -0.1385, -0.2339,\n",
       "                      -0.2481, -0.0978, -0.0979, -0.0697, -0.1257, -0.0927, -0.1224, -0.1986,\n",
       "                      -0.1570, -0.1845, -0.1944, -0.1407, -0.1315, -0.1657, -0.1823, -0.1973,\n",
       "                      -0.1310, -0.1542, -0.1280, -0.0570, -0.1538, -0.1152, -0.1496, -0.0477,\n",
       "                      -0.1515, -0.1121, -0.1667, -0.1651, -0.0415, -0.1299, -0.1688, -0.1143,\n",
       "                      -0.0564, -0.0792, -0.2140, -0.1535, -0.3087, -0.1927, -0.1168, -0.1704,\n",
       "                      -0.1362, -0.1538, -0.0804, -0.1526, -0.1125, -0.1438, -0.0565, -0.0919,\n",
       "                      -0.1430, -0.1173, -0.2215, -0.1624, -0.2277, -0.1165, -0.1816, -0.0899,\n",
       "                      -0.0536, -0.1443, -0.1539, -0.1223, -0.1396, -0.1891, -0.1502, -0.1522,\n",
       "                      -0.1075, -0.0810, -0.1276, -0.2212, -0.0747, -0.1313, -0.1488, -0.1832,\n",
       "                      -0.1005, -0.1688, -0.2087, -0.2055, -0.0563, -0.1815, -0.0792, -0.1381,\n",
       "                      -0.0926, -0.1136, -0.2200, -0.1026, -0.1947, -0.0892, -0.1711, -0.0661,\n",
       "                      -0.1989, -0.1249, -0.1797, -0.2079, -0.1755, -0.0912, -0.3122, -0.1278,\n",
       "                      -0.1374, -0.2122, -0.1040, -0.1104, -0.2023, -0.1358, -0.1437, -0.1378,\n",
       "                      -0.1535, -0.1709, -0.2460, -0.1195, -0.1224, -0.1485, -0.2050, -0.1663,\n",
       "                      -0.1218, -0.1084, -0.0843, -0.1545, -0.1624, -0.0402, -0.0948, -0.1233,\n",
       "                      -0.1247, -0.0949, -0.1890, -0.1409, -0.1957, -0.1521, -0.1791, -0.1771,\n",
       "                      -0.0799, -0.1515, -0.2390, -0.0979, -0.1374, -0.1728, -0.0893, -0.2172,\n",
       "                      -0.1527, -0.1728, -0.1136, -0.1325, -0.2203, -0.1285, -0.1800, -0.2360,\n",
       "                      -0.1478, -0.0860, -0.1360, -0.1366, -0.1958, -0.1150, -0.1826, -0.2315,\n",
       "                      -0.1288, -0.2192, -0.0944, -0.1645, -0.1989, -0.1677, -0.1951, -0.1835,\n",
       "                      -0.0518, -0.0916, -0.1564, -0.1527, -0.1834, -0.1424, -0.0484, -0.0799,\n",
       "                      -0.0930, -0.0937, -0.1105, -0.1594, -0.1454, -0.2459, -0.0755, -0.2106])),\n",
       "             ('layer4.0.bn2.running_var',\n",
       "              tensor([0.0248, 0.0331, 0.0203, 0.0152, 0.0207, 0.0183, 0.0205, 0.0282, 0.0301,\n",
       "                      0.0243, 0.0272, 0.0211, 0.0161, 0.0489, 0.0158, 0.0190, 0.0206, 0.0354,\n",
       "                      0.0226, 0.0146, 0.0219, 0.0266, 0.0251, 0.0159, 0.0193, 0.0211, 0.0195,\n",
       "                      0.0199, 0.0167, 0.0189, 0.0216, 0.0260, 0.0205, 0.0212, 0.0168, 0.0143,\n",
       "                      0.0280, 0.0204, 0.0237, 0.0138, 0.0194, 0.0216, 0.0232, 0.0136, 0.0258,\n",
       "                      0.0209, 0.0191, 0.0346, 0.0220, 0.0225, 0.0207, 0.0136, 0.0161, 0.0200,\n",
       "                      0.0205, 0.0179, 0.0176, 0.0191, 0.0220, 0.0297, 0.0177, 0.0200, 0.0290,\n",
       "                      0.0237, 0.0238, 0.0204, 0.0257, 0.0173, 0.0166, 0.0189, 0.0367, 0.0236,\n",
       "                      0.0173, 0.0291, 0.0175, 0.0210, 0.0164, 0.0174, 0.0223, 0.0190, 0.0159,\n",
       "                      0.0266, 0.0190, 0.0246, 0.0224, 0.0233, 0.0268, 0.0150, 0.0350, 0.0272,\n",
       "                      0.0241, 0.0250, 0.0186, 0.0183, 0.0236, 0.0294, 0.0201, 0.0219, 0.0228,\n",
       "                      0.0208, 0.0371, 0.0275, 0.0249, 0.0172, 0.0162, 0.0152, 0.0300, 0.0266,\n",
       "                      0.0184, 0.0293, 0.0180, 0.0253, 0.0182, 0.0261, 0.0233, 0.0200, 0.0272,\n",
       "                      0.0391, 0.0171, 0.0190, 0.0266, 0.0239, 0.0254, 0.0190, 0.0185, 0.0191,\n",
       "                      0.0228, 0.0214, 0.0159, 0.0208, 0.0204, 0.0256, 0.0220, 0.0127, 0.0152,\n",
       "                      0.0173, 0.0246, 0.0206, 0.0192, 0.0179, 0.0219, 0.0193, 0.0197, 0.0203,\n",
       "                      0.0208, 0.0230, 0.0228, 0.0174, 0.0257, 0.0205, 0.0306, 0.0204, 0.0185,\n",
       "                      0.0257, 0.0144, 0.0222, 0.0181, 0.0325, 0.0239, 0.0179, 0.0191, 0.0229,\n",
       "                      0.0189, 0.0295, 0.0210, 0.0255, 0.0237, 0.0207, 0.0203, 0.0207, 0.0202,\n",
       "                      0.0192, 0.0179, 0.0221, 0.0173, 0.0233, 0.0227, 0.0180, 0.0373, 0.0201,\n",
       "                      0.0257, 0.0231, 0.0270, 0.0245, 0.0203, 0.0293, 0.0197, 0.0203, 0.0321,\n",
       "                      0.0171, 0.0207, 0.0167, 0.0293, 0.0133, 0.0224, 0.0156, 0.0181, 0.0305,\n",
       "                      0.0201, 0.0213, 0.0281, 0.0171, 0.0345, 0.0217, 0.0243, 0.0170, 0.0220,\n",
       "                      0.0149, 0.0200, 0.0166, 0.0250, 0.0240, 0.0191, 0.0231, 0.0200, 0.0246,\n",
       "                      0.0242, 0.0192, 0.0237, 0.0250, 0.0211, 0.0170, 0.0226, 0.0169, 0.0250,\n",
       "                      0.0189, 0.0199, 0.0202, 0.0203, 0.0242, 0.0196, 0.0183, 0.0186, 0.0677,\n",
       "                      0.0184, 0.0149, 0.0237, 0.0826, 0.0251, 0.0403, 0.0184, 0.0323, 0.0333,\n",
       "                      0.0166, 0.0207, 0.0269, 0.0155, 0.0184, 0.0184, 0.0343, 0.0382, 0.0163,\n",
       "                      0.0151, 0.0152, 0.0201, 0.0337, 0.0211, 0.0278, 0.0198, 0.0215, 0.0237,\n",
       "                      0.0257, 0.0226, 0.0162, 0.0167, 0.0241, 0.0169, 0.0255, 0.0163, 0.0297,\n",
       "                      0.0378, 0.0185, 0.0176, 0.0284, 0.0298, 0.0212, 0.0216, 0.0219, 0.0211,\n",
       "                      0.0247, 0.0234, 0.0191, 0.0177, 0.0272, 0.0346, 0.0169, 0.0189, 0.0240,\n",
       "                      0.0227, 0.0171, 0.0228, 0.0172, 0.0197, 0.0172, 0.0191, 0.0145, 0.0324,\n",
       "                      0.0225, 0.0183, 0.0214, 0.0308, 0.0214, 0.0200, 0.0236, 0.0283, 0.0181,\n",
       "                      0.0236, 0.0193, 0.0189, 0.0192, 0.0226, 0.0315, 0.0263, 0.0170, 0.0201,\n",
       "                      0.0194, 0.0411, 0.0150, 0.0338, 0.0528, 0.0288, 0.0200, 0.0208, 0.0206,\n",
       "                      0.0218, 0.0138, 0.0211, 0.0158, 0.0186, 0.0258, 0.0374, 0.0327, 0.0217,\n",
       "                      0.0174, 0.0182, 0.0195, 0.0521, 0.0152, 0.0186, 0.0223, 0.0208, 0.0655,\n",
       "                      0.0166, 0.0369, 0.0204, 0.0167, 0.0226, 0.0232, 0.0257, 0.0467, 0.0182,\n",
       "                      0.0214, 0.0203, 0.0189, 0.0185, 0.0162, 0.0244, 0.0170, 0.0183, 0.0144,\n",
       "                      0.0280, 0.0203, 0.0268, 0.0185, 0.0231, 0.0156, 0.0234, 0.0208, 0.0256,\n",
       "                      0.0188, 0.0306, 0.0243, 0.0901, 0.0223, 0.0216, 0.0169, 0.0202, 0.0171,\n",
       "                      0.0228, 0.0156, 0.0294, 0.0190, 0.0271, 0.0170, 0.0169, 0.0213, 0.0167,\n",
       "                      0.0151, 0.0222, 0.0203, 0.0185, 0.0145, 0.0138, 0.0292, 0.0167, 0.0192,\n",
       "                      0.0165, 0.0199, 0.0208, 0.0208, 0.0129, 0.0207, 0.0174, 0.0302, 0.0271,\n",
       "                      0.0260, 0.0156, 0.0182, 0.0209, 0.0219, 0.0241, 0.0180, 0.0151, 0.0258,\n",
       "                      0.0183, 0.0182, 0.0161, 0.0184, 0.0288, 0.0162, 0.0224, 0.0191, 0.0201,\n",
       "                      0.0160, 0.0306, 0.0181, 0.0205, 0.0262, 0.0257, 0.0245, 0.0488, 0.0206,\n",
       "                      0.0173, 0.0233, 0.0205, 0.0259, 0.0216, 0.0177, 0.0175, 0.0228, 0.0378,\n",
       "                      0.0193, 0.0303, 0.0182, 0.0195, 0.0197, 0.0285, 0.0216, 0.0178, 0.0142,\n",
       "                      0.0206, 0.0155, 0.0245, 0.0180, 0.0180, 0.0214, 0.0237, 0.0252, 0.0172,\n",
       "                      0.0149, 0.0291, 0.0232, 0.0177, 0.0204, 0.0159, 0.0238, 0.0241, 0.0150,\n",
       "                      0.0243, 0.0193, 0.0257, 0.0191, 0.0244, 0.0157, 0.0234, 0.0186, 0.0176,\n",
       "                      0.0230, 0.0183, 0.0399, 0.0169, 0.0313, 0.0180, 0.0209, 0.0281, 0.0246,\n",
       "                      0.0194, 0.0152, 0.0137, 0.0215, 0.0151, 0.0163, 0.0195, 0.0186, 0.0210,\n",
       "                      0.0206, 0.0148, 0.0193, 0.0195, 0.0183, 0.0199, 0.0203, 0.0218, 0.0227,\n",
       "                      0.0207, 0.0239, 0.0184, 0.0172, 0.0173, 0.0266, 0.0159, 0.0175])),\n",
       "             ('layer4.0.bn2.weight', Parameter containing:\n",
       "              tensor([0.4474, 0.5138, 0.4335, 0.3421, 0.3855, 0.3495, 0.3741, 0.5836, 0.4327,\n",
       "                      0.5043, 0.4618, 0.3866, 0.3498, 0.4798, 0.3310, 0.3913, 0.3880, 0.5225,\n",
       "                      0.3975, 0.3292, 0.4151, 0.4458, 0.3970, 0.3614, 0.3914, 0.4633, 0.3463,\n",
       "                      0.3644, 0.3272, 0.4584, 0.4280, 0.4538, 0.4030, 0.4673, 0.4209, 0.3987,\n",
       "                      0.4233, 0.3876, 0.4212, 0.3460, 0.3522, 0.3744, 0.4550, 0.2888, 0.4590,\n",
       "                      0.4817, 0.4450, 0.5110, 0.4052, 0.4247, 0.3558, 0.3075, 0.4462, 0.4724,\n",
       "                      0.4253, 0.3884, 0.4492, 0.3727, 0.4630, 0.3985, 0.3512, 0.3665, 0.3860,\n",
       "                      0.5082, 0.4022, 0.3458, 0.4805, 0.5390, 0.4223, 0.4275, 0.4590, 0.4736,\n",
       "                      0.3673, 0.5405, 0.3243, 0.5178, 0.4743, 0.3506, 0.3759, 0.4328, 0.3867,\n",
       "                      0.4591, 0.3843, 0.4982, 0.5288, 0.3946, 0.4589, 0.3197, 0.4676, 0.4806,\n",
       "                      0.4308, 0.4235, 0.3284, 0.3877, 0.4140, 0.4469, 0.4041, 0.4407, 0.4356,\n",
       "                      0.5120, 0.5059, 0.4628, 0.4585, 0.3311, 0.3424, 0.4150, 0.5170, 0.4593,\n",
       "                      0.5228, 0.4252, 0.4214, 0.4995, 0.4098, 0.5380, 0.4874, 0.3719, 0.4649,\n",
       "                      0.4320, 0.3277, 0.3743, 0.4360, 0.4838, 0.4399, 0.3763, 0.4150, 0.5147,\n",
       "                      0.5012, 0.4382, 0.3655, 0.4037, 0.4498, 0.4720, 0.3914, 0.3237, 0.3208,\n",
       "                      0.3224, 0.4291, 0.4009, 0.3947, 0.3779, 0.4349, 0.4120, 0.3274, 0.4334,\n",
       "                      0.3740, 0.4189, 0.4288, 0.3071, 0.4260, 0.3410, 0.4375, 0.4407, 0.3750,\n",
       "                      0.5853, 0.4518, 0.5045, 0.3005, 0.4968, 0.4155, 0.3755, 0.5514, 0.4146,\n",
       "                      0.4677, 0.1404, 0.5001, 0.4193, 0.4246, 0.4452, 0.5109, 0.4488, 0.4574,\n",
       "                      0.3896, 0.4145, 0.4497, 0.4245, 0.3971, 0.3957, 0.4072, 0.5305, 0.4986,\n",
       "                      0.3733, 0.4280, 0.3469, 0.4178, 0.3766, 0.4029, 0.3814, 0.4493, 0.5132,\n",
       "                      0.4080, 0.4155, 0.3635, 0.4391, 0.3489, 0.4228, 0.4833, 0.3494, 0.4406,\n",
       "                      0.3795, 0.4298, 0.4910, 0.3878, 0.6299, 0.4322, 0.5436, 0.4140, 0.4312,\n",
       "                      0.3161, 0.3612, 0.3597, 0.4281, 0.4506, 0.4294, 0.3646, 0.4110, 0.4038,\n",
       "                      0.4098, 0.3901, 0.3928, 0.5421, 0.3629, 0.4078, 0.4586, 0.4217, 0.3953,\n",
       "                      0.3997, 0.3838, 0.4374, 0.3576, 0.4217, 0.4128, 0.3904, 0.4137, 0.5145,\n",
       "                      0.4039, 0.3577, 0.4429, 0.5639, 0.3848, 0.6104, 0.4482, 0.6203, 0.5336,\n",
       "                      0.3480, 0.5401, 0.6044, 0.4077, 0.3469, 0.4281, 0.4631, 0.5948, 0.3479,\n",
       "                      0.3689, 0.3658, 0.3191, 0.5492, 0.3410, 0.5386, 0.4041, 0.3373, 0.4186,\n",
       "                      0.5187, 0.3933, 0.3188, 0.3502, 0.3736, 0.4238, 0.4752, 0.3322, 0.5078,\n",
       "                      0.4317, 0.5318, 0.4413, 0.5510, 0.5648, 0.4130, 0.4017, 0.4304, 0.4077,\n",
       "                      0.4285, 0.4360, 0.3749, 0.4261, 0.3905, 0.3030, 0.3412, 0.3768, 0.4507,\n",
       "                      0.3127, 0.4592, 0.4298, 0.3936, 0.3106, 0.3869, 0.3594, 0.4046, 0.4722,\n",
       "                      0.4373, 0.3902, 0.3515, 0.4448, 0.4299, 0.4347, 0.4693, 0.4807, 0.2549,\n",
       "                      0.4171, 0.4387, 0.4156, 0.3976, 0.4092, 0.4953, 0.4824, 0.3468, 0.4382,\n",
       "                      0.4179, 0.4668, 0.3299, 0.5986, 0.4949, 0.4167, 0.4996, 0.4528, 0.4550,\n",
       "                      0.4945, 0.3415, 0.4658, 0.4356, 0.3976, 0.5439, 0.4643, 0.5122, 0.4669,\n",
       "                      0.4463, 0.4810, 0.3492, 0.3961, 0.3593, 0.4053, 0.3878, 0.3959, 0.5001,\n",
       "                      0.2808, 0.5470, 0.4448, 0.4894, 0.4621, 0.3417, 0.3485, 0.5060, 0.3637,\n",
       "                      0.3774, 0.3248, 0.4520, 0.3936, 0.3403, 0.4660, 0.4114, 0.3643, 0.4196,\n",
       "                      0.3903, 0.5128, 0.4221, 0.4115, 0.4240, 0.3610, 0.4999, 0.3672, 0.4721,\n",
       "                      0.4252, 0.5590, 0.4694, 0.7322, 0.5849, 0.4749, 0.4426, 0.3934, 0.3909,\n",
       "                      0.4576, 0.3636, 0.4146, 0.4129, 0.5081, 0.3681, 0.3652, 0.4254, 0.2945,\n",
       "                      0.4142, 0.3145, 0.4304, 0.4252, 0.3493, 0.4257, 0.5133, 0.3261, 0.4367,\n",
       "                      0.3637, 0.3712, 0.4183, 0.3772, 0.4418, 0.4231, 0.4133, 0.4731, 0.4955,\n",
       "                      0.4046, 0.4079, 0.4719, 0.3875, 0.4673, 0.4129, 0.4569, 0.3530, 0.4793,\n",
       "                      0.3844, 0.3785, 0.3343, 0.4351, 0.6512, 0.4295, 0.4122, 0.3788, 0.3692,\n",
       "                      0.4343, 0.4214, 0.3873, 0.4566, 0.4456, 0.4107, 0.4596, 0.7082, 0.4452,\n",
       "                      0.3515, 0.4785, 0.4217, 0.5756, 0.4312, 0.4047, 0.4043, 0.4764, 0.5489,\n",
       "                      0.4430, 0.5559, 0.3744, 0.3951, 0.4376, 0.4752, 0.4340, 0.4399, 0.3586,\n",
       "                      0.4161, 0.3930, 0.4599, 0.4354, 0.3448, 0.4649, 0.4442, 0.4275, 0.3881,\n",
       "                      0.3247, 0.4909, 0.3426, 0.3989, 0.4320, 0.3363, 0.3991, 0.4732, 0.3514,\n",
       "                      0.4736, 0.4244, 0.4603, 0.3298, 0.4357, 0.4353, 0.3742, 0.4191, 0.3880,\n",
       "                      0.4212, 0.4527, 0.7213, 0.3969, 0.5217, 0.3786, 0.3512, 0.5318, 0.4138,\n",
       "                      0.3243, 0.3244, 0.3652, 0.4774, 0.3997, 0.2800, 0.4562, 0.4463, 0.4816,\n",
       "                      0.4290, 0.4399, 0.4633, 0.3575, 0.4774, 0.3105, 0.4356, 0.3797, 0.4304,\n",
       "                      0.4261, 0.3740, 0.3370, 0.3917, 0.3637, 0.4347, 0.5235, 0.3845],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.bn2.bias', Parameter containing:\n",
       "              tensor([-0.1759, -0.2156, -0.2047, -0.1695, -0.1628, -0.1473, -0.2158, -0.2905,\n",
       "                      -0.1112, -0.2196, -0.1020, -0.1549, -0.1989, -0.0445, -0.1508, -0.1920,\n",
       "                      -0.2114, -0.1655, -0.1854, -0.1733, -0.1289, -0.2376, -0.1965, -0.1965,\n",
       "                      -0.1776, -0.1774, -0.1760, -0.1546, -0.1648, -0.2599, -0.1752, -0.2498,\n",
       "                      -0.1741, -0.2410, -0.2498, -0.2938, -0.1496, -0.1578, -0.1800, -0.1851,\n",
       "                      -0.1516, -0.1345, -0.2746, -0.1248, -0.2246, -0.2531, -0.2398, -0.1859,\n",
       "                      -0.1739, -0.2393, -0.1214, -0.1803, -0.2729, -0.2617, -0.1855, -0.2316,\n",
       "                      -0.2333, -0.1860, -0.2097, -0.0692, -0.1912, -0.2078, -0.1084, -0.2810,\n",
       "                      -0.1303, -0.1654, -0.2119, -0.3641, -0.2951, -0.2384, -0.1632, -0.1892,\n",
       "                      -0.1792, -0.2031, -0.1770, -0.2738, -0.3324, -0.1725, -0.1793, -0.2638,\n",
       "                      -0.2207, -0.1609, -0.1534, -0.1414, -0.2992, -0.1450, -0.1838, -0.1779,\n",
       "                      -0.1422, -0.2198, -0.1900, -0.1580, -0.1666, -0.2490, -0.1569, -0.1718,\n",
       "                      -0.1660, -0.1972, -0.2287, -0.2366, -0.2230, -0.1543, -0.2030, -0.1431,\n",
       "                      -0.1363, -0.2015, -0.1804, -0.2093, -0.2964, -0.1984, -0.2683, -0.2216,\n",
       "                      -0.2147, -0.3404, -0.2668, -0.1890, -0.1733, -0.2226, -0.1772, -0.1698,\n",
       "                      -0.1095, -0.2180, -0.1154, -0.1654, -0.1910, -0.3535, -0.3112, -0.2161,\n",
       "                      -0.1496, -0.1667, -0.2849, -0.2207, -0.1529, -0.1807, -0.2118, -0.1869,\n",
       "                      -0.1376, -0.1770, -0.1861, -0.1969, -0.1741, -0.3011, -0.0787, -0.2017,\n",
       "                      -0.1947, -0.2247, -0.2459, -0.1058, -0.1401, -0.1213, -0.1199, -0.1760,\n",
       "                      -0.2156, -0.3307, -0.3515, -0.2366, -0.1185, -0.2155, -0.1751, -0.1892,\n",
       "                      -0.3365, -0.1598, -0.2554,  0.0644, -0.2856, -0.1198, -0.1583, -0.2297,\n",
       "                      -0.3352, -0.1987, -0.2686, -0.1632, -0.2461, -0.2900, -0.2428, -0.1449,\n",
       "                      -0.1900, -0.2149, -0.1541, -0.2917, -0.2504, -0.2213, -0.0463, -0.1547,\n",
       "                      -0.1511, -0.1527, -0.1735, -0.1931, -0.1987, -0.2239, -0.2086, -0.2688,\n",
       "                      -0.1845, -0.1797, -0.1833, -0.3880, -0.1539, -0.1553, -0.1567, -0.2238,\n",
       "                      -0.1511, -0.2540, -0.2849, -0.1826, -0.2687, -0.2328, -0.2108, -0.2410,\n",
       "                      -0.1022, -0.1507, -0.1978, -0.1734, -0.2282, -0.0985, -0.1847, -0.1770,\n",
       "                      -0.1576, -0.1937, -0.1643, -0.2822, -0.1866, -0.2754, -0.2266, -0.2169,\n",
       "                      -0.1352, -0.2194, -0.1060, -0.2139, -0.1322, -0.1889, -0.2130, -0.1913,\n",
       "                      -0.2364, -0.1402, -0.2228, -0.2354, -0.1632, -0.1905, -0.1428, -0.1177,\n",
       "                      -0.2419, -0.2733, -0.2963, -0.1600, -0.3558, -0.3673, -0.2201, -0.1505,\n",
       "                      -0.2084, -0.0870, -0.2052, -0.2070, -0.1986, -0.2299, -0.0745, -0.1765,\n",
       "                      -0.1412, -0.2180, -0.1450, -0.1426, -0.1452, -0.2916, -0.0871, -0.1359,\n",
       "                      -0.2003, -0.1125, -0.2588, -0.1988, -0.2028, -0.2443, -0.0864, -0.3415,\n",
       "                      -0.2579, -0.2343, -0.3552, -0.1859, -0.1153, -0.1732, -0.1780, -0.1909,\n",
       "                      -0.2018, -0.1886, -0.2751, -0.1501,  0.1165, -0.1891, -0.1845, -0.2037,\n",
       "                      -0.0339, -0.3464, -0.1956, -0.1962, -0.1537, -0.1902, -0.1431, -0.3022,\n",
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       "                      -0.2325, -0.1352, -0.1077, -0.2184, -0.1539, -0.2015, -0.3243, -0.1713],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.downsample.0.weight', Parameter containing:\n",
       "              tensor([[[[ 0.0057]],\n",
       "              \n",
       "                       [[ 0.0020]],\n",
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       "                       [[ 0.0167]],\n",
       "              \n",
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       "              \n",
       "                       ...,\n",
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       "              \n",
       "                       ...,\n",
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       "                       [[-0.0264]],\n",
       "              \n",
       "                       [[-0.0443]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
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       "                      [[[ 0.0494]],\n",
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       "                       [[ 0.0436]],\n",
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       "                       [[ 0.0103]],\n",
       "              \n",
       "                       ...,\n",
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       "              \n",
       "                       [[ 0.0014]],\n",
       "              \n",
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       "              \n",
       "              \n",
       "                      [[[ 0.0533]],\n",
       "              \n",
       "                       [[-0.0148]],\n",
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       "                       [[-0.0480]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
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       "              \n",
       "                       [[ 0.0429]],\n",
       "              \n",
       "                       [[ 0.0129]]],\n",
       "              \n",
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       "              \n",
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       "              \n",
       "                       [[ 0.0090]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 0.0101]],\n",
       "              \n",
       "                       [[-0.0111]],\n",
       "              \n",
       "                       [[-0.0080]]]], requires_grad=True)),\n",
       "             ('layer4.0.downsample.1.running_mean',\n",
       "              tensor([-1.0229e-01, -1.3025e-01,  1.6886e-02,  5.3927e-02,  5.3070e-02,\n",
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       "                      -8.8698e-02, -3.7827e-02, -2.3756e-01, -9.6518e-02, -4.3417e-02,\n",
       "                       3.0305e-02, -2.3807e-01, -6.5242e-03, -7.0019e-02,  6.0617e-02,\n",
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       "                      -7.2476e-02, -9.0262e-02,  7.5392e-03, -8.5022e-02, -2.8707e-02,\n",
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       "                      -3.3820e-02, -9.5022e-02, -1.8968e-01,  6.2315e-02, -2.1020e-02,\n",
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       "                      -9.2340e-02,  4.9087e-04, -1.6613e-02, -1.3566e-01, -6.2528e-02,\n",
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       "                      -2.2608e-02, -1.6868e-01,  5.0692e-03, -1.2723e-01,  9.2186e-02,\n",
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       "                      -1.2649e-01,  8.0552e-02, -8.8567e-02,  1.6590e-03, -1.8472e-02,\n",
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       "                      -2.4012e-02, -5.8732e-03,  8.0796e-02, -4.0349e-02, -1.1288e-01,\n",
       "                       8.7438e-02, -8.2879e-03, -1.9407e-01, -1.4734e-01, -3.4333e-02,\n",
       "                      -1.9008e-02, -6.1060e-03])),\n",
       "             ('layer4.0.downsample.1.running_var',\n",
       "              tensor([0.0148, 0.0380, 0.0243, 0.0333, 0.0096, 0.0122, 0.0324, 0.0239, 0.0214,\n",
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       "                      0.0193, 0.0274, 0.0176, 0.0222, 0.0423, 0.0164, 0.0156, 0.0184, 0.0218,\n",
       "                      0.0172, 0.0227, 0.0346, 0.0170, 0.0188, 0.0263, 0.0282, 0.0277, 0.0232,\n",
       "                      0.0109, 0.0194, 0.0477, 0.0146, 0.0207, 0.0142, 0.0279, 0.0118, 0.0182,\n",
       "                      0.0210, 0.0332, 0.0222, 0.0238, 0.0233, 0.0097, 0.0201, 0.0359, 0.0107,\n",
       "                      0.0198, 0.0144, 0.0258, 0.0206, 0.0081, 0.0249, 0.0164, 0.0244, 0.0155,\n",
       "                      0.0157, 0.0049, 0.0240, 0.0127, 0.0231, 0.0267, 0.0221, 0.0193, 0.0220,\n",
       "                      0.0198, 0.0160, 0.0127, 0.0165, 0.0118, 0.0169, 0.0247, 0.0222, 0.0174,\n",
       "                      0.0167, 0.0201, 0.0243, 0.0277, 0.0179, 0.0175, 0.0379, 0.0155, 0.0207,\n",
       "                      0.0122, 0.0334, 0.0150, 0.0137, 0.0288, 0.0281, 0.0314, 0.0132, 0.0260,\n",
       "                      0.0116, 0.0478, 0.0192, 0.0113, 0.0185, 0.0445, 0.0199, 0.0288, 0.0089,\n",
       "                      0.0525, 0.0301, 0.0174, 0.0132, 0.0136, 0.0032, 0.0165, 0.0105, 0.0177,\n",
       "                      0.0157, 0.0083, 0.0282, 0.0135, 0.0277, 0.0124, 0.0140, 0.0204, 0.0309,\n",
       "                      0.0294, 0.0068, 0.0180, 0.0130, 0.0222, 0.0179, 0.0299, 0.0182, 0.0119,\n",
       "                      0.0239, 0.0240, 0.0240, 0.0373, 0.0094, 0.0264, 0.0119, 0.0086, 0.0295,\n",
       "                      0.0183, 0.0130, 0.0166, 0.0263, 0.0253, 0.0157, 0.0215, 0.0222, 0.0232,\n",
       "                      0.0196, 0.0677, 0.0246, 0.0048, 0.0248, 0.0167, 0.0194, 0.0231, 0.0171,\n",
       "                      0.0182, 0.0189, 0.0250, 0.0219, 0.0255, 0.0361, 0.0159, 0.0187, 0.0069,\n",
       "                      0.0410, 0.0234, 0.0198, 0.0129, 0.0326, 0.0308, 0.0250, 0.0123, 0.0171,\n",
       "                      0.0154, 0.0234, 0.0291, 0.0593, 0.0250, 0.0128, 0.0204, 0.0221, 0.0323,\n",
       "                      0.0401, 0.0097, 0.0102, 0.0227, 0.0311, 0.0173, 0.0278, 0.0226, 0.0125,\n",
       "                      0.0281, 0.0211, 0.0232, 0.0172, 0.0110, 0.0105, 0.0189, 0.0130, 0.0142,\n",
       "                      0.0277, 0.0241, 0.0213, 0.0147, 0.0362, 0.0285, 0.0167, 0.0189, 0.0269,\n",
       "                      0.0100, 0.0121, 0.0141, 0.0338, 0.0207, 0.0101, 0.0189, 0.0156, 0.0492,\n",
       "                      0.0161, 0.0288, 0.0091, 0.0426, 0.0266, 0.0047, 0.0100, 0.0057, 0.0491,\n",
       "                      0.0242, 0.0163, 0.0143, 0.0142, 0.0245, 0.0121, 0.0200, 0.0242, 0.0279,\n",
       "                      0.0259, 0.0208, 0.0129, 0.0242, 0.0341, 0.0217, 0.0079, 0.0299, 0.0134,\n",
       "                      0.0219, 0.0052, 0.0244, 0.0332, 0.0174, 0.0176, 0.0229, 0.0258, 0.0362,\n",
       "                      0.0116, 0.0157, 0.0169, 0.0243, 0.0334, 0.0166, 0.0191, 0.0178, 0.0156,\n",
       "                      0.0177, 0.0179, 0.0192, 0.0167, 0.0337, 0.0045, 0.0159, 0.0182, 0.0227,\n",
       "                      0.0071, 0.0125, 0.0234, 0.0310, 0.0272, 0.0155, 0.0177, 0.0166, 0.0299,\n",
       "                      0.0226, 0.0174, 0.0141, 0.0462, 0.0238, 0.0131, 0.0247, 0.0231, 0.0238,\n",
       "                      0.0033, 0.0206, 0.0125, 0.0169, 0.0294, 0.0192, 0.0241, 0.0274, 0.0118,\n",
       "                      0.0114, 0.0179, 0.0231, 0.0280, 0.0043, 0.0128, 0.0104, 0.0271, 0.0305,\n",
       "                      0.0149, 0.0227, 0.0074, 0.0169, 0.0109, 0.0148, 0.0163, 0.0283, 0.0199,\n",
       "                      0.0154, 0.0167, 0.0217, 0.0099, 0.0180, 0.0160, 0.0109, 0.0058, 0.0050,\n",
       "                      0.0263, 0.0307, 0.0091, 0.0106, 0.0164, 0.0305, 0.0136, 0.0067, 0.0191,\n",
       "                      0.0173, 0.0260, 0.0156, 0.0215, 0.0267, 0.0259, 0.0231, 0.0304, 0.0179,\n",
       "                      0.0163, 0.0189, 0.0082, 0.0126, 0.0287, 0.0274, 0.0129, 0.0423, 0.0443,\n",
       "                      0.0047, 0.0171, 0.0105, 0.0348, 0.0102, 0.0109, 0.0099, 0.0243, 0.0314,\n",
       "                      0.0284, 0.0239, 0.0185, 0.0222, 0.0280, 0.0213, 0.0182, 0.0167, 0.0280,\n",
       "                      0.0213, 0.0285, 0.0171, 0.0186, 0.0153, 0.0190, 0.0102, 0.0276, 0.0288,\n",
       "                      0.0200, 0.0190, 0.0113, 0.0220, 0.0219, 0.0199, 0.0128, 0.0221, 0.0433,\n",
       "                      0.0184, 0.0199, 0.0121, 0.0190, 0.0092, 0.0225, 0.0095, 0.0299, 0.0118,\n",
       "                      0.0104, 0.0251, 0.0240, 0.0145, 0.0206, 0.0203, 0.0132, 0.0179, 0.0168,\n",
       "                      0.0186, 0.0076, 0.0269, 0.0163, 0.0137, 0.0054, 0.0128, 0.0362, 0.0085,\n",
       "                      0.0304, 0.0113, 0.0382, 0.0199, 0.0167, 0.0210, 0.0162, 0.0092, 0.0106,\n",
       "                      0.0163, 0.0219, 0.0223, 0.0149, 0.0232, 0.0144, 0.0137, 0.0184, 0.0210,\n",
       "                      0.0246, 0.0237, 0.0223, 0.0181, 0.0203, 0.0040, 0.0195, 0.0273, 0.0284,\n",
       "                      0.0233, 0.0284, 0.0069, 0.0121, 0.0117, 0.0387, 0.0165, 0.0209, 0.0194,\n",
       "                      0.0144, 0.0157, 0.0099, 0.0306, 0.0146, 0.0144, 0.0408, 0.0179, 0.0186,\n",
       "                      0.0141, 0.0204, 0.0243, 0.0213, 0.0170, 0.0166, 0.0120, 0.0311, 0.0060,\n",
       "                      0.0272, 0.0252, 0.0250, 0.0102, 0.0235, 0.0292, 0.0108, 0.0179, 0.0093,\n",
       "                      0.0255, 0.0160, 0.0126, 0.0187, 0.0137, 0.0308, 0.0119, 0.0376, 0.0176,\n",
       "                      0.0173, 0.0260, 0.0183, 0.0186, 0.0137, 0.0344, 0.0144, 0.0112])),\n",
       "             ('layer4.0.downsample.1.weight', Parameter containing:\n",
       "              tensor([ 0.1694,  0.3368,  0.2993,  0.3745,  0.1513,  0.1781,  0.3167,  0.3947,\n",
       "                       0.1858,  0.2068,  0.1090,  0.2042,  0.2955,  0.0765,  0.2023,  0.2487,\n",
       "                       0.3295,  0.3349,  0.2532,  0.2739,  0.1661,  0.3432,  0.3424,  0.2969,\n",
       "                       0.2226,  0.0993,  0.3328,  0.2349,  0.2894,  0.2296,  0.2719,  0.3945,\n",
       "                       0.1990,  0.2564,  0.2557,  0.3541,  0.1848,  0.2513,  0.3101,  0.2782,\n",
       "                       0.2109,  0.2441,  0.3282,  0.3248,  0.2499,  0.1873,  0.2643,  0.3949,\n",
       "                       0.1962,  0.2587,  0.1708,  0.3381,  0.2238,  0.2498,  0.2787,  0.3783,\n",
       "                       0.3445,  0.2681,  0.2956,  0.1146,  0.2688,  0.3479,  0.1295,  0.2843,\n",
       "                       0.1552,  0.3026,  0.2738,  0.1891,  0.3568,  0.2302,  0.2199,  0.2070,\n",
       "                       0.2119,  0.0971,  0.2482,  0.2264,  0.3555,  0.3113,  0.2386,  0.2654,\n",
       "                       0.2975,  0.2666,  0.2180,  0.1451,  0.2460,  0.1734,  0.2358,  0.2891,\n",
       "                       0.2091,  0.1971,  0.2185,  0.2008,  0.2461,  0.3726,  0.2028,  0.1993,\n",
       "                       0.3652,  0.2258,  0.2606,  0.1900,  0.2764,  0.2011,  0.1973,  0.2958,\n",
       "                       0.3222,  0.4117,  0.1475,  0.2674,  0.1928,  0.3615,  0.2774,  0.2143,\n",
       "                       0.2688,  0.4286,  0.2560,  0.2777,  0.1339,  0.5103,  0.3238,  0.2417,\n",
       "                       0.1529,  0.1843,  0.0579,  0.2288,  0.1797,  0.2803,  0.2279,  0.1579,\n",
       "                       0.3196,  0.1842,  0.3378,  0.1688,  0.1654,  0.3049,  0.3533,  0.2948,\n",
       "                       0.1140,  0.2503,  0.1892,  0.2647,  0.2405,  0.3880,  0.1933,  0.1918,\n",
       "                       0.2511,  0.2901,  0.3151,  0.3252,  0.1296,  0.2491,  0.1417,  0.1295,\n",
       "                       0.3062,  0.2836,  0.3483,  0.2306,  0.2741,  0.2700,  0.1873,  0.2431,\n",
       "                       0.3526,  0.3546,  0.2721,  0.2708,  0.3065,  0.0832,  0.2968,  0.2286,\n",
       "                       0.3276,  0.2695,  0.2452,  0.2444,  0.2857,  0.3365,  0.2784,  0.2933,\n",
       "                       0.3397,  0.2231,  0.2330,  0.1486,  0.3846,  0.3104,  0.1724,  0.1724,\n",
       "                       0.3466,  0.2978,  0.2582,  0.1879,  0.2419,  0.2249,  0.2720,  0.3735,\n",
       "                       0.4259,  0.3754,  0.1731,  0.3698,  0.2349,  0.2694,  0.3148,  0.1658,\n",
       "                       0.1181,  0.2994,  0.4018,  0.2126,  0.3864,  0.2955,  0.1848,  0.3686,\n",
       "                       0.1972,  0.3265,  0.2319,  0.1676,  0.1756,  0.2367,  0.2139,  0.1974,\n",
       "                       0.2561,  0.2619,  0.2170,  0.2284,  0.3486,  0.4500,  0.2563,  0.2559,\n",
       "                       0.2814,  0.1797,  0.1736,  0.2013,  0.3411,  0.2245,  0.1385,  0.2284,\n",
       "                       0.2230,  0.2566,  0.2301,  0.3639,  0.1380,  0.2381,  0.2590,  0.0830,\n",
       "                       0.1863,  0.1267,  0.4501,  0.2741,  0.2590,  0.2782,  0.2248,  0.2718,\n",
       "                       0.1949,  0.1815,  0.2969,  0.3168,  0.3389,  0.2790,  0.1594,  0.2752,\n",
       "                       0.2947,  0.2909,  0.1418,  0.3336,  0.1953,  0.2646,  0.0879,  0.2553,\n",
       "                       0.3335,  0.1943,  0.2777,  0.2386,  0.3676,  0.3042,  0.1234,  0.2615,\n",
       "                       0.2548,  0.3224,  0.3462,  0.2090,  0.2142,  0.2054,  0.2115,  0.2153,\n",
       "                       0.2163,  0.2509,  0.2429,  0.3326, -0.0527,  0.2244,  0.2319,  0.2674,\n",
       "                       0.1103,  0.2320,  0.2822,  0.3234,  0.2818,  0.2093,  0.2261,  0.2900,\n",
       "                       0.3127,  0.3456,  0.2592,  0.1677,  0.3924,  0.2694,  0.1997,  0.2973,\n",
       "                       0.3324,  0.2270,  0.0656,  0.2964,  0.1948,  0.2383,  0.3021,  0.2510,\n",
       "                       0.3117,  0.3185,  0.1721,  0.1867,  0.1665,  0.2851,  0.3512, -0.0486,\n",
       "                       0.1558,  0.2213,  0.3281,  0.3861,  0.2375,  0.3057,  0.1178,  0.2681,\n",
       "                       0.1921,  0.2211,  0.1679,  0.2877,  0.2495,  0.2451,  0.2678,  0.2393,\n",
       "                       0.0988,  0.2778,  0.2465,  0.1747,  0.1005,  0.0502,  0.2809,  0.2810,\n",
       "                       0.1716,  0.2114,  0.2213,  0.2817,  0.1506,  0.0769,  0.2381,  0.2411,\n",
       "                       0.2942,  0.2543,  0.2556,  0.3451,  0.2948,  0.3040,  0.3204,  0.2757,\n",
       "                       0.1657,  0.2941,  0.1301,  0.1854,  0.2866,  0.3198,  0.2127,  0.3608,\n",
       "                       0.3440,  0.0954,  0.2586,  0.1709,  0.2007,  0.1967,  0.1972,  0.1942,\n",
       "                       0.3201,  0.3484,  0.3437,  0.3153,  0.2020,  0.3251,  0.3227,  0.3038,\n",
       "                       0.2634,  0.2364,  0.2492,  0.3080,  0.2591,  0.2391,  0.2720,  0.2601,\n",
       "                       0.3210,  0.1818,  0.3526,  0.3579,  0.2861,  0.2526,  0.1642,  0.2897,\n",
       "                       0.3996,  0.2651,  0.2031,  0.2502,  0.3694,  0.2085,  0.2804,  0.2233,\n",
       "                       0.2309,  0.1609,  0.2369,  0.2116,  0.3549,  0.1635,  0.1642,  0.3072,\n",
       "                       0.3077,  0.2152,  0.2821,  0.2857,  0.1701,  0.2305,  0.2134,  0.3189,\n",
       "                       0.1061,  0.2628,  0.2608,  0.1749,  0.0820,  0.1815,  0.3566,  0.1204,\n",
       "                       0.3159,  0.1595,  0.3790,  0.3272,  0.2086,  0.3096,  0.2253,  0.1456,\n",
       "                       0.1346,  0.2304,  0.2913,  0.2727,  0.2027,  0.2688,  0.1958,  0.2277,\n",
       "                       0.3036,  0.3250,  0.3000,  0.3328,  0.2417,  0.2665,  0.2473,  0.0913,\n",
       "                       0.2503,  0.2543,  0.3710,  0.3321,  0.3693,  0.1099,  0.1701,  0.1758,\n",
       "                       0.3888,  0.2206,  0.2766,  0.2813,  0.1755,  0.2616,  0.1544,  0.2519,\n",
       "                       0.1945,  0.2452,  0.3405,  0.2446,  0.2426,  0.1822,  0.3002,  0.3037,\n",
       "                       0.3118,  0.2414,  0.2326,  0.1303,  0.3081,  0.0979,  0.2776,  0.2918,\n",
       "                       0.3848,  0.1789,  0.3622,  0.3005,  0.1923,  0.2672,  0.1663,  0.2998,\n",
       "                       0.2710,  0.2040,  0.2565,  0.2289,  0.2552,  0.2121,  0.3532,  0.2293,\n",
       "                       0.2510,  0.3085,  0.2368,  0.3000,  0.2111,  0.3456,  0.3422,  0.1576],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.0.downsample.1.bias', Parameter containing:\n",
       "              tensor([-0.1759, -0.2156, -0.2047, -0.1695, -0.1628, -0.1473, -0.2158, -0.2905,\n",
       "                      -0.1112, -0.2196, -0.1020, -0.1549, -0.1989, -0.0445, -0.1508, -0.1920,\n",
       "                      -0.2114, -0.1655, -0.1854, -0.1733, -0.1289, -0.2376, -0.1965, -0.1965,\n",
       "                      -0.1776, -0.1774, -0.1760, -0.1546, -0.1648, -0.2599, -0.1752, -0.2498,\n",
       "                      -0.1741, -0.2410, -0.2498, -0.2938, -0.1496, -0.1578, -0.1800, -0.1851,\n",
       "                      -0.1516, -0.1345, -0.2746, -0.1248, -0.2246, -0.2531, -0.2398, -0.1859,\n",
       "                      -0.1739, -0.2393, -0.1214, -0.1803, -0.2729, -0.2617, -0.1855, -0.2316,\n",
       "                      -0.2333, -0.1860, -0.2097, -0.0692, -0.1912, -0.2078, -0.1084, -0.2810,\n",
       "                      -0.1303, -0.1654, -0.2119, -0.3641, -0.2951, -0.2384, -0.1632, -0.1892,\n",
       "                      -0.1792, -0.2031, -0.1770, -0.2738, -0.3324, -0.1725, -0.1793, -0.2638,\n",
       "                      -0.2207, -0.1609, -0.1534, -0.1414, -0.2992, -0.1450, -0.1838, -0.1779,\n",
       "                      -0.1422, -0.2198, -0.1900, -0.1580, -0.1666, -0.2490, -0.1569, -0.1718,\n",
       "                      -0.1660, -0.1972, -0.2287, -0.2366, -0.2230, -0.1543, -0.2030, -0.1431,\n",
       "                      -0.1363, -0.2015, -0.1804, -0.2093, -0.2964, -0.1984, -0.2683, -0.2216,\n",
       "                      -0.2147, -0.3404, -0.2668, -0.1890, -0.1733, -0.2226, -0.1772, -0.1698,\n",
       "                      -0.1095, -0.2180, -0.1154, -0.1654, -0.1910, -0.3535, -0.3112, -0.2161,\n",
       "                      -0.1496, -0.1667, -0.2849, -0.2207, -0.1529, -0.1807, -0.2118, -0.1869,\n",
       "                      -0.1376, -0.1770, -0.1861, -0.1969, -0.1741, -0.3011, -0.0787, -0.2017,\n",
       "                      -0.1947, -0.2247, -0.2459, -0.1058, -0.1401, -0.1213, -0.1199, -0.1760,\n",
       "                      -0.2156, -0.3307, -0.3515, -0.2366, -0.1185, -0.2155, -0.1751, -0.1892,\n",
       "                      -0.3365, -0.1598, -0.2554,  0.0644, -0.2856, -0.1198, -0.1583, -0.2297,\n",
       "                      -0.3352, -0.1987, -0.2686, -0.1632, -0.2461, -0.2900, -0.2428, -0.1449,\n",
       "                      -0.1900, -0.2149, -0.1541, -0.2917, -0.2504, -0.2213, -0.0463, -0.1547,\n",
       "                      -0.1511, -0.1527, -0.1735, -0.1931, -0.1987, -0.2239, -0.2086, -0.2688,\n",
       "                      -0.1845, -0.1797, -0.1833, -0.3880, -0.1539, -0.1553, -0.1567, -0.2238,\n",
       "                      -0.1511, -0.2540, -0.2849, -0.1826, -0.2687, -0.2328, -0.2108, -0.2410,\n",
       "                      -0.1022, -0.1507, -0.1978, -0.1734, -0.2282, -0.0985, -0.1847, -0.1770,\n",
       "                      -0.1576, -0.1937, -0.1643, -0.2822, -0.1866, -0.2754, -0.2266, -0.2169,\n",
       "                      -0.1352, -0.2194, -0.1060, -0.2139, -0.1322, -0.1889, -0.2130, -0.1913,\n",
       "                      -0.2364, -0.1402, -0.2228, -0.2354, -0.1632, -0.1905, -0.1428, -0.1177,\n",
       "                      -0.2419, -0.2733, -0.2963, -0.1600, -0.3558, -0.3673, -0.2201, -0.1505,\n",
       "                      -0.2084, -0.0870, -0.2052, -0.2070, -0.1986, -0.2299, -0.0745, -0.1765,\n",
       "                      -0.1412, -0.2180, -0.1450, -0.1426, -0.1452, -0.2916, -0.0871, -0.1359,\n",
       "                      -0.2003, -0.1125, -0.2588, -0.1988, -0.2028, -0.2443, -0.0864, -0.3415,\n",
       "                      -0.2579, -0.2343, -0.3552, -0.1859, -0.1153, -0.1732, -0.1780, -0.1909,\n",
       "                      -0.2018, -0.1886, -0.2751, -0.1501,  0.1165, -0.1891, -0.1845, -0.2037,\n",
       "                      -0.0339, -0.3464, -0.1956, -0.1962, -0.1537, -0.1902, -0.1431, -0.3022,\n",
       "                      -0.1780, -0.1971, -0.2118, -0.0952, -0.1711, -0.2409, -0.2184, -0.2114,\n",
       "                      -0.2042, -0.0566, -0.0700, -0.2081, -0.1872, -0.2079, -0.1540, -0.2266,\n",
       "                      -0.1981, -0.1679, -0.2022, -0.2010, -0.1051, -0.1705, -0.2139,  0.0396,\n",
       "                      -0.1077, -0.2745, -0.2690, -0.2603, -0.2819, -0.1917, -0.1940, -0.2944,\n",
       "                      -0.1822, -0.2903, -0.1064, -0.2076, -0.2648, -0.3032, -0.2878, -0.1579,\n",
       "                      -0.0071, -0.2142, -0.2022, -0.1516, -0.1123,  0.0246, -0.0978, -0.1382,\n",
       "                      -0.1800, -0.3214, -0.2179, -0.1369, -0.0800,  0.0117, -0.1839, -0.1926,\n",
       "                      -0.1614, -0.2769, -0.1909, -0.2101, -0.2305, -0.2055, -0.2017, -0.2741,\n",
       "                      -0.1005, -0.3152, -0.1121, -0.1700, -0.1364, -0.2157, -0.2673, -0.1584,\n",
       "                      -0.1997, -0.1745, -0.1886, -0.2307, -0.2024, -0.3376, -0.2266, -0.2355,\n",
       "                      -0.2133, -0.2346, -0.2412, -0.2358, -0.1265, -0.2341, -0.1887, -0.1646,\n",
       "                      -0.1417, -0.1882, -0.1076, -0.3048, -0.1162, -0.1651, -0.2046, -0.1833,\n",
       "                      -0.3102, -0.1778, -0.1575, -0.2676, -0.1777, -0.1569, -0.1741, -0.1892,\n",
       "                      -0.3028, -0.1457, -0.2179, -0.2226, -0.1609, -0.1423, -0.2683, -0.2920,\n",
       "                      -0.1740, -0.2079, -0.1940, -0.2679, -0.1973, -0.1951, -0.1665, -0.2286,\n",
       "                      -0.1903, -0.2667, -0.4010, -0.2550, -0.1817, -0.2025, -0.1589, -0.2476,\n",
       "                      -0.0573, -0.2203, -0.2084, -0.1587, -0.1212, -0.1795, -0.3449, -0.1662,\n",
       "                      -0.2523, -0.2435, -0.2878, -0.2797, -0.1897, -0.2113, -0.1943, -0.2050,\n",
       "                      -0.1694, -0.2243, -0.2987, -0.1328, -0.1428, -0.2399, -0.1593, -0.1999,\n",
       "                      -0.3225, -0.1860, -0.1763, -0.2691, -0.2097, -0.2396, -0.1140, -0.1897,\n",
       "                      -0.1870, -0.1829, -0.2615, -0.2073, -0.1858, -0.0598, -0.1915, -0.2183,\n",
       "                      -0.2088, -0.1742, -0.2715, -0.1999, -0.2117, -0.2492, -0.1717, -0.1566,\n",
       "                      -0.1669, -0.3015, -0.1685, -0.2434, -0.2297, -0.1947, -0.2860, -0.3288,\n",
       "                      -0.2197, -0.1862, -0.1755, -0.0987, -0.1756, -0.1304, -0.1555, -0.1679,\n",
       "                      -0.2222, -0.2819, -0.2652, -0.0947, -0.2412, -0.2731, -0.2572, -0.2604,\n",
       "                      -0.2934, -0.2470, -0.1820, -0.2740, -0.1336, -0.1698, -0.1919, -0.1796,\n",
       "                      -0.2325, -0.1352, -0.1077, -0.2184, -0.1539, -0.2015, -0.3243, -0.1713],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.1.conv1.weight', Parameter containing:\n",
       "              tensor([[[[-8.0284e-03, -5.7776e-03,  6.4154e-03],\n",
       "                        [ 5.0498e-03, -6.7796e-03,  1.2691e-02],\n",
       "                        [ 1.3331e-02,  1.4523e-02,  2.4522e-02]],\n",
       "              \n",
       "                       [[-1.9876e-03,  1.2466e-02,  1.0494e-02],\n",
       "                        [-1.9364e-02, -1.6696e-02, -1.1857e-02],\n",
       "                        [-1.1569e-02, -3.7674e-03, -3.4679e-03]],\n",
       "              \n",
       "                       [[-1.1440e-02, -1.3884e-02,  1.1559e-03],\n",
       "                        [-1.7906e-02, -2.9349e-02, -1.3876e-02],\n",
       "                        [-1.4057e-02, -2.6989e-02, -2.3963e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-6.3040e-03, -3.1167e-03, -1.3304e-02],\n",
       "                        [ 7.1623e-03,  6.4669e-03,  1.6063e-02],\n",
       "                        [-1.0750e-02, -1.0480e-02, -6.1070e-03]],\n",
       "              \n",
       "                       [[ 7.4484e-03,  6.3878e-03, -1.2579e-02],\n",
       "                        [-7.7356e-03,  1.8112e-03, -1.7890e-02],\n",
       "                        [-2.9142e-03,  7.7705e-03, -9.7314e-03]],\n",
       "              \n",
       "                       [[ 2.1760e-02,  2.2364e-02,  2.2731e-02],\n",
       "                        [ 2.6681e-02,  2.9127e-02,  3.3356e-02],\n",
       "                        [ 1.2892e-02, -3.5818e-03,  5.3022e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.0597e-02, -9.1551e-03, -2.3418e-02],\n",
       "                        [-1.0768e-02, -3.3171e-03, -1.8559e-02],\n",
       "                        [-1.8607e-02, -4.2634e-03, -1.5591e-02]],\n",
       "              \n",
       "                       [[-2.6090e-02, -2.2517e-02, -3.0593e-02],\n",
       "                        [-3.9406e-02, -2.6639e-02, -2.8202e-02],\n",
       "                        [-2.6143e-02, -1.9647e-02, -2.1466e-02]],\n",
       "              \n",
       "                       [[-3.5259e-03,  1.6623e-03, -6.5624e-03],\n",
       "                        [-5.0597e-03, -8.7162e-04, -5.3742e-03],\n",
       "                        [-7.9651e-03, -9.7778e-03, -1.0736e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 1.8492e-02, -3.6799e-03,  1.0043e-02],\n",
       "                        [-5.2974e-03, -2.0757e-02, -1.5120e-02],\n",
       "                        [ 2.1435e-02,  6.4916e-03,  4.7660e-03]],\n",
       "              \n",
       "                       [[-1.8810e-02, -6.0469e-04, -7.6999e-03],\n",
       "                        [-1.7697e-02, -7.8692e-03, -1.6543e-02],\n",
       "                        [-1.7206e-02, -2.4746e-02, -3.0270e-02]],\n",
       "              \n",
       "                       [[-3.1191e-02, -1.4363e-02,  2.2032e-03],\n",
       "                        [-1.2033e-02, -2.3699e-03, -1.6630e-02],\n",
       "                        [-1.2905e-02, -1.5363e-02, -3.6297e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-3.2648e-02, -4.8158e-03, -2.0476e-02],\n",
       "                        [-2.5846e-02, -1.4660e-03, -2.8170e-02],\n",
       "                        [-2.6640e-02,  4.3022e-03, -2.7636e-02]],\n",
       "              \n",
       "                       [[-6.3289e-03, -1.5401e-02, -1.3096e-03],\n",
       "                        [-1.7499e-02, -2.6212e-02, -2.3646e-02],\n",
       "                        [-7.3207e-03, -1.5592e-02, -8.9578e-03]],\n",
       "              \n",
       "                       [[ 8.9701e-04, -6.6914e-03, -5.3129e-03],\n",
       "                        [-1.1727e-03, -1.0726e-02, -9.0103e-03],\n",
       "                        [ 3.2311e-03, -4.5854e-03,  4.3512e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-2.1822e-02, -3.6889e-02, -2.2588e-02],\n",
       "                        [-1.3054e-02, -3.4191e-02, -2.7238e-02],\n",
       "                        [-1.2383e-02, -2.3452e-02, -2.2486e-02]],\n",
       "              \n",
       "                       [[ 6.8177e-03,  2.1561e-02,  1.3674e-02],\n",
       "                        [ 3.1192e-03,  1.0660e-02,  1.0409e-02],\n",
       "                        [ 8.0477e-03, -4.6817e-03, -4.3912e-03]],\n",
       "              \n",
       "                       [[-1.1983e-02, -1.6201e-02, -2.2626e-02],\n",
       "                        [-1.3461e-02, -7.0928e-03, -1.4384e-02],\n",
       "                        [-2.4456e-02,  1.4885e-02,  1.2247e-02]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[-2.6347e-02, -2.9923e-02, -3.7810e-02],\n",
       "                        [-1.5663e-02, -4.1126e-03, -1.1482e-02],\n",
       "                        [-1.3415e-02, -1.5432e-02, -1.8204e-02]],\n",
       "              \n",
       "                       [[-3.8392e-03, -1.1093e-02, -8.0841e-04],\n",
       "                        [-5.9634e-03, -5.9165e-03, -9.3332e-03],\n",
       "                        [-2.2761e-03,  5.4781e-03, -5.6050e-03]],\n",
       "              \n",
       "                       [[-1.8406e-03, -2.8134e-03,  8.3246e-03],\n",
       "                        [-1.2453e-03,  2.1453e-04,  7.4868e-03],\n",
       "                        [ 1.3450e-02,  3.0599e-02,  2.6405e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 3.5268e-04,  2.3897e-03,  6.2558e-03],\n",
       "                        [-1.4338e-02, -2.3146e-02, -1.9024e-02],\n",
       "                        [-2.7306e-02, -3.0079e-02, -3.1762e-02]],\n",
       "              \n",
       "                       [[ 1.4584e-02,  4.3430e-03,  1.2053e-02],\n",
       "                        [-6.1130e-03, -2.8539e-02, -1.8268e-02],\n",
       "                        [-1.6844e-02, -4.7816e-02, -2.6274e-02]],\n",
       "              \n",
       "                       [[-1.8850e-02, -9.3396e-03,  7.8905e-03],\n",
       "                        [-1.5322e-03,  8.3153e-03,  1.7783e-02],\n",
       "                        [-8.3318e-03, -1.5759e-02, -1.2061e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 9.9578e-03,  7.4573e-03, -1.8738e-03],\n",
       "                        [-1.7752e-03, -6.8015e-04, -7.4443e-03],\n",
       "                        [-1.8319e-02, -1.4264e-02, -7.1446e-03]],\n",
       "              \n",
       "                       [[ 7.8524e-03, -2.6520e-03, -1.7556e-02],\n",
       "                        [ 4.5240e-03, -4.8661e-03, -1.5215e-02],\n",
       "                        [-5.0211e-03, -1.1864e-02, -1.4846e-02]],\n",
       "              \n",
       "                       [[ 2.9163e-02,  1.0344e-02,  2.4736e-02],\n",
       "                        [ 1.2012e-02, -1.0346e-02,  3.5472e-03],\n",
       "                        [ 8.2238e-03, -1.8237e-02, -5.4892e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-8.8434e-03, -4.3184e-03, -5.7536e-03],\n",
       "                        [ 7.7230e-03, -4.1936e-04,  7.7260e-03],\n",
       "                        [ 1.3536e-02,  1.5705e-02,  2.0893e-02]],\n",
       "              \n",
       "                       [[ 1.6743e-03,  1.9720e-03,  2.1567e-02],\n",
       "                        [-8.0074e-03, -4.6606e-03,  4.0560e-03],\n",
       "                        [-1.6688e-02, -1.3754e-02, -1.1708e-02]],\n",
       "              \n",
       "                       [[-9.7959e-03, -9.4502e-03, -9.3443e-03],\n",
       "                        [ 6.9547e-03, -3.9134e-05,  6.2691e-03],\n",
       "                        [-1.3193e-02,  9.3272e-04,  1.4579e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.4963e-03,  5.5133e-04,  1.1571e-02],\n",
       "                        [ 1.0174e-02,  1.7889e-03,  1.1035e-02],\n",
       "                        [ 7.0212e-03,  1.4651e-03,  1.2769e-03]],\n",
       "              \n",
       "                       [[-1.3021e-02,  6.4109e-03, -1.5199e-02],\n",
       "                        [ 2.4775e-02,  2.1926e-02,  3.3679e-02],\n",
       "                        [ 2.6471e-04, -3.0235e-03,  1.1690e-02]],\n",
       "              \n",
       "                       [[-2.9665e-02, -1.5314e-02, -1.7500e-02],\n",
       "                        [-1.8339e-02, -2.0845e-02, -1.5494e-02],\n",
       "                        [-1.6086e-03,  1.0831e-02, -1.4309e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-7.7044e-03, -2.1100e-02, -2.2816e-02],\n",
       "                        [ 5.7688e-03,  1.9362e-04,  7.7105e-04],\n",
       "                        [-6.1357e-03,  9.7275e-03, -2.5464e-03]],\n",
       "              \n",
       "                       [[ 1.1043e-02,  2.4205e-02,  3.4213e-02],\n",
       "                        [ 2.9181e-02,  2.6904e-02,  4.5372e-02],\n",
       "                        [-2.1594e-02, -1.1072e-03, -7.8312e-03]],\n",
       "              \n",
       "                       [[-8.3287e-03, -7.9521e-03, -5.3358e-03],\n",
       "                        [-6.2527e-04, -5.3243e-03, -8.6296e-03],\n",
       "                        [ 3.6094e-03, -1.2544e-03, -4.3801e-03]]]], requires_grad=True)),\n",
       "             ('layer4.1.bn1.running_mean',\n",
       "              tensor([-0.6163, -0.7110, -0.4544, -0.6143, -0.7875, -0.5289, -0.6214, -0.5824,\n",
       "                      -0.4067, -0.5256, -0.5125, -0.5337, -0.5658, -0.6845, -0.5146, -0.6323,\n",
       "                      -0.5391, -0.6838, -0.6577, -0.4716, -0.5249, -0.4059, -0.6028, -0.5246,\n",
       "                      -0.8913, -0.6528, -0.5048, -0.5008, -0.5067, -0.5973, -0.5524, -0.6383,\n",
       "                      -0.6782, -0.7263, -0.5725, -0.6456, -0.7138, -0.6146, -0.5346, -0.5177,\n",
       "                      -0.4593, -0.6618, -0.5113, -0.5810, -0.6244, -0.5531, -0.5563, -0.5481,\n",
       "                      -0.6089, -0.4626, -0.7311, -0.6632, -0.6316, -0.7381, -0.6137, -0.6237,\n",
       "                      -0.4964, -0.4489, -0.6428, -0.5968, -0.5530, -0.3822, -0.6110, -0.4530,\n",
       "                      -0.4679, -0.5221, -0.6356, -0.4861, -0.7772, -0.5096, -0.5782, -0.7054,\n",
       "                      -0.6667, -0.6244, -0.7292, -0.7311, -0.6557, -0.6871, -0.6767, -0.5567,\n",
       "                      -0.6059, -0.6680, -0.7162, -0.6105, -0.5778, -0.6501, -0.6248, -1.0751,\n",
       "                      -0.6764, -0.7277, -0.5838, -0.5172, -0.6578, -0.6765, -0.7828, -0.5213,\n",
       "                      -0.5852, -0.6051, -0.6174, -0.6495, -0.7123, -0.6940, -0.5532, -0.6595,\n",
       "                      -0.5406, -0.7931, -0.5718, -0.5847, -0.6132, -0.6935, -0.6868, -0.6694,\n",
       "                      -0.5328, -0.6436, -0.6820,  1.0943, -0.7218, -0.5527, -0.6364, -0.7036,\n",
       "                      -0.4954, -0.7242, -0.5977, -0.4918, -0.6130, -0.5662, -0.5606, -0.5216,\n",
       "                      -0.6229, -0.6632, -0.6878, -0.5284, -0.6767, -0.6877, -0.4909, -0.5646,\n",
       "                      -0.5312, -0.5946, -0.4761, -0.4790, -0.4377, -0.5075, -0.7755, -0.6303,\n",
       "                      -0.7138, -0.6351, -0.4867, -0.6949, -0.5841, -0.5315, -0.7750, -0.4143,\n",
       "                      -0.6275, -0.7366, -0.4332, -0.5265, -0.5596, -0.7054, -0.5708, -0.6828,\n",
       "                      -0.5689, -0.6370, -0.6888, -0.6580, -0.7045, -0.5881, -0.5664, -0.7268,\n",
       "                      -0.4533, -0.5892, -0.3759, -0.5606, -0.4196, -0.6223, -0.5858, -0.6233,\n",
       "                      -0.5599, -0.6126, -0.6092, -0.5808, -0.6016, -0.6788, -0.6251, -0.5953,\n",
       "                      -0.6111, -0.5539, -0.6734, -0.7272, -0.6097, -0.5319, -0.6154, -0.6616,\n",
       "                      -0.5251, -0.7204, -0.5141, -0.5327,  0.4233, -0.5529, -0.5242, -0.6593,\n",
       "                      -0.4511, -0.6349, -0.3456, -0.6631, -0.5920, -0.5973, -0.6211, -0.7120,\n",
       "                      -0.6314, -0.5040, -0.6516, -0.6550, -0.7142, -0.5808, -0.6789, -0.6201,\n",
       "                      -0.4061, -0.5925, -0.5558, -0.5571, -0.4889, -0.5365, -0.5812, -0.4340,\n",
       "                      -0.6515, -0.7659, -0.7258, -0.6003, -0.5486, -0.5736, -0.6739, -0.7918,\n",
       "                      -0.7040, -0.7296, -0.5405, -0.7658, -0.7979, -0.4340, -0.4951, -0.6078,\n",
       "                      -0.5947, -0.4997, -0.6277, -0.7792, -0.5649, -0.5368, -0.5487, -0.4484,\n",
       "                      -0.5827, -0.6600, -0.6217, -0.4814, -0.5351, -0.7170, -0.6168, -0.5111,\n",
       "                      -0.5243, -0.5335, -0.5807, -0.5547, -0.6503, -0.4587, -0.5209, -0.6062,\n",
       "                      -0.6173, -0.5516, -0.6006, -0.6239, -0.5478, -0.4163, -0.4006, -0.6529,\n",
       "                      -0.6296, -0.6285, -0.6954, -0.6962, -0.6200, -0.6101, -0.7406, -0.5545,\n",
       "                      -0.6118, -0.4561, -0.7019, -0.4928, -0.6741, -0.5356, -0.5084, -0.5760,\n",
       "                      -0.7814, -0.6067, -0.5649, -0.7067, -0.5240, -0.5461, -0.6110, -0.4931,\n",
       "                      -0.5836, -0.5622, -0.6459, -0.6308, -0.9025, -0.7854, -0.5653, -0.7293,\n",
       "                      -0.5926, -0.5592, -0.7440, -0.7482, -0.6664, -0.7048, -0.7439, -0.5878,\n",
       "                      -0.8028, -0.6192, -0.4616, -0.5855, -0.6742, -0.7888, -0.6651, -0.3683,\n",
       "                      -0.6134, -0.4842, -0.3682, -0.6536, -0.7631, -0.6092, -0.4839, -0.6507,\n",
       "                      -0.3905, -0.6862, -0.4401, -0.6525, -0.5656, -0.6717, -0.7421, -0.7229,\n",
       "                      -0.4674, -0.5751, -0.5511, -0.5586, -0.5558, -0.4956, -0.7403, -0.6855,\n",
       "                      -0.3486, -0.6537, -0.4844, -0.6349, -0.5598, -0.5948, -0.4812, -0.5334,\n",
       "                      -0.5976, -0.6261, -0.6772, -0.7516, -0.5493, -0.3516, -0.5009, -0.6872,\n",
       "                      -0.5960, -0.7015, -0.7018, -0.6167, -0.6467, -0.6626, -0.6280, -0.5683,\n",
       "                      -0.4376, -0.5755, -0.4337, -0.7240, -0.6438, -0.7462, -0.5832, -0.4346,\n",
       "                      -0.4831, -0.7087, -0.6292, -0.5748, -0.6452, -0.6257, -0.5396, -0.6186,\n",
       "                      -0.6352, -0.8040, -0.6863, -0.5090, -0.5783, -0.4635, -0.6626, -0.6057,\n",
       "                      -0.5455, -0.6903, -0.4256, -0.6280, -0.6005, -0.6254, -0.6561, -0.6311,\n",
       "                       0.0700, -0.5386, -0.6303, -0.6126, -0.5625, -0.7177, -0.7150, -0.4435,\n",
       "                      -0.5034, -0.4601, -0.7134, -0.6045, -0.6175, -0.1311, -0.4606, -0.5279,\n",
       "                      -0.4703, -0.6170, -0.5399, -0.6533, -0.4893, -0.6054, -0.5828, -0.4321,\n",
       "                      -0.5590, -0.6121, -0.4322, -0.5652, -0.5552, -0.5527, -0.7014, -0.8307,\n",
       "                      -0.7236, -0.5809, -0.5889, -0.3087, -0.5081, -0.6251, -0.5052, -0.5977,\n",
       "                      -0.4824, -0.5811, -0.5692, -0.5516, -0.7365, -0.5498, -0.6327, -0.5069,\n",
       "                      -0.7376, -0.6093, -0.4489, -0.4150, -0.8244, -0.6467, -0.6521, -0.7903,\n",
       "                      -0.5506, -0.5928, -0.5616, -0.5244, -0.7687, -0.4464, -0.5756, -0.6635,\n",
       "                      -0.8333, -0.5849, -0.6492, -0.6747, -0.5918, -0.7004, -0.5709, -0.6782,\n",
       "                      -0.5677, -0.5274, -0.6032, -0.7329, -0.7639, -0.7142, -0.5434, -0.5954,\n",
       "                      -0.3667, -0.8357, -0.5958, -0.5528, -0.7045, -0.7305, -0.5834, -0.6888,\n",
       "                      -0.6295, -0.4671, -0.4950, -0.3886, -0.7052, -0.7428, -0.4397, -0.6197,\n",
       "                      -0.6044, -0.7213, -0.7726, -0.5705, -0.5343, -0.6056, -0.5059, -0.7181,\n",
       "                      -0.6812, -0.6400, -0.6280, -0.6755, -0.6645, -0.6709, -0.6787, -0.7700])),\n",
       "             ('layer4.1.bn1.running_var',\n",
       "              tensor([0.1573, 0.1215, 0.1109, 0.1383, 0.1542, 0.1192, 0.1380, 0.1565, 0.1040,\n",
       "                      0.1227, 0.1210, 0.1088, 0.1507, 0.1229, 0.1182, 0.1031, 0.1236, 0.1420,\n",
       "                      0.2725, 0.1137, 0.1290, 0.1197, 0.1203, 0.1205, 0.1339, 0.1468, 0.0918,\n",
       "                      0.1423, 0.1281, 0.1053, 0.1406, 0.1438, 0.1694, 0.1591, 0.1215, 0.1267,\n",
       "                      0.1491, 0.1544, 0.1516, 0.1206, 0.1409, 0.1487, 0.1340, 0.1212, 0.1692,\n",
       "                      0.1352, 0.1200, 0.1342, 0.1134, 0.1254, 0.1213, 0.1793, 0.1328, 0.1295,\n",
       "                      0.1582, 0.1491, 0.1182, 0.1430, 0.1205, 0.1282, 0.1373, 0.1034, 0.1206,\n",
       "                      0.0871, 0.0848, 0.1330, 0.2006, 0.1261, 0.1236, 0.1034, 0.1263, 0.1355,\n",
       "                      0.1411, 0.1224, 0.1370, 0.1594, 0.1325, 0.1217, 0.1415, 0.1338, 0.1612,\n",
       "                      0.1261, 0.1384, 0.1487, 0.1365, 0.1152, 0.1112, 0.2107, 0.1501, 0.1499,\n",
       "                      0.1466, 0.1247, 0.1303, 0.1796, 0.1399, 0.1382, 0.1268, 0.1446, 0.1197,\n",
       "                      0.1814, 0.1356, 0.1555, 0.1191, 0.1518, 0.1481, 0.1677, 0.1664, 0.1375,\n",
       "                      0.1302, 0.1575, 0.1044, 0.1489, 0.1323, 0.1657, 0.1363, 0.1650, 0.1388,\n",
       "                      0.1572, 0.1097, 0.1532, 0.1118, 0.1582, 0.1240, 0.1371, 0.1479, 0.1441,\n",
       "                      0.1202, 0.1072, 0.1245, 0.1441, 0.1704, 0.1055, 0.1728, 0.1529, 0.1170,\n",
       "                      0.1075, 0.1315, 0.1389, 0.1054, 0.1395, 0.1459, 0.1136, 0.1329, 0.1357,\n",
       "                      0.1532, 0.1205, 0.1302, 0.1067, 0.1683, 0.1299, 0.1858, 0.1210, 0.1353,\n",
       "                      0.1287, 0.1354, 0.1247, 0.1327, 0.1452, 0.1283, 0.1384, 0.1480, 0.1390,\n",
       "                      0.1259, 0.1230, 0.1613, 0.1562, 0.1297, 0.1444, 0.1217, 0.1486, 0.1254,\n",
       "                      0.1371, 0.1776, 0.1259, 0.1266, 0.1432, 0.1145, 0.1126, 0.1514, 0.1623,\n",
       "                      0.1124, 0.1401, 0.1290, 0.1095, 0.1299, 0.1432, 0.1534, 0.1387, 0.1410,\n",
       "                      0.0994, 0.1383, 0.1388, 0.1094, 0.1412, 0.1450, 0.1345, 0.1807, 0.1669,\n",
       "                      0.1797, 0.1446, 0.1243, 0.1500, 0.1966, 0.1428, 0.1178, 0.1329, 0.1239,\n",
       "                      0.1487, 0.1447, 0.1233, 0.1230, 0.1421, 0.1380, 0.1261, 0.1041, 0.1362,\n",
       "                      0.1259, 0.1976, 0.1114, 0.1175, 0.0917, 0.1185, 0.1305, 0.1413, 0.1461,\n",
       "                      0.1311, 0.1972, 0.1353, 0.1068, 0.1346, 0.1844, 0.1347, 0.1281, 0.1329,\n",
       "                      0.1151, 0.1365, 0.1553, 0.1578, 0.1092, 0.1538, 0.1433, 0.1616, 0.1567,\n",
       "                      0.1194, 0.1202, 0.1098, 0.1202, 0.1117, 0.1285, 0.1747, 0.1419, 0.1255,\n",
       "                      0.1801, 0.1364, 0.1383, 0.1418, 0.1395, 0.1644, 0.1854, 0.1917, 0.1479,\n",
       "                      0.1276, 0.1312, 0.1268, 0.1060, 0.1379, 0.1168, 0.1260, 0.1124, 0.1565,\n",
       "                      0.1202, 0.2099, 0.1336, 0.1320, 0.1521, 0.1538, 0.1600, 0.1196, 0.1402,\n",
       "                      0.1164, 0.1405, 0.1027, 0.1246, 0.1134, 0.1128, 0.1233, 0.1620, 0.1926,\n",
       "                      0.1764, 0.1251, 0.1078, 0.1889, 0.1207, 0.1188, 0.1135, 0.1182, 0.1275,\n",
       "                      0.1302, 0.1226, 0.1329, 0.2516, 0.1389, 0.1333, 0.1921, 0.1150, 0.1574,\n",
       "                      0.1364, 0.1345, 0.1353, 0.1439, 0.1305, 0.1363, 0.2558, 0.1277, 0.1620,\n",
       "                      0.1404, 0.1460, 0.1436, 0.2171, 0.1201, 0.1373, 0.1306, 0.1311, 0.1308,\n",
       "                      0.1287, 0.1161, 0.2168, 0.1480, 0.1095, 0.1442, 0.1021, 0.1147, 0.1490,\n",
       "                      0.1643, 0.1194, 0.1053, 0.1203, 0.1042, 0.1046, 0.1572, 0.1197, 0.1417,\n",
       "                      0.1291, 0.1438, 0.1530, 0.1424, 0.1470, 0.1178, 0.1345, 0.1161, 0.1184,\n",
       "                      0.1133, 0.1149, 0.1338, 0.1574, 0.1732, 0.1222, 0.1317, 0.1651, 0.1592,\n",
       "                      0.1255, 0.1714, 0.1386, 0.1274, 0.1710, 0.1602, 0.1427, 0.1191, 0.1423,\n",
       "                      0.1244, 0.1242, 0.1345, 0.1228, 0.1578, 0.1384, 0.1870, 0.1142, 0.1692,\n",
       "                      0.1325, 0.1416, 0.1499, 0.1259, 0.1202, 0.1246, 0.1744, 0.1611, 0.1277,\n",
       "                      0.1228, 0.1276, 0.1105, 0.1708, 0.1367, 0.1220, 0.1172, 0.1324, 0.1184,\n",
       "                      0.2493, 0.1403, 0.1269, 0.1254, 0.1589, 0.1228, 0.1548, 0.1620, 0.1270,\n",
       "                      0.1219, 0.1219, 0.1449, 0.1133, 0.1800, 0.1959, 0.1330, 0.1314, 0.1067,\n",
       "                      0.1207, 0.1086, 0.1430, 0.1113, 0.1375, 0.1652, 0.1293, 0.1261, 0.1513,\n",
       "                      0.1269, 0.1334, 0.1213, 0.1117, 0.1366, 0.1399, 0.1310, 0.1452, 0.1476,\n",
       "                      0.1330, 0.1173, 0.1508, 0.1389, 0.1231, 0.1381, 0.1656, 0.1119, 0.1386,\n",
       "                      0.1126, 0.1373, 0.1122, 0.1230, 0.0956, 0.1402, 0.1565, 0.1408, 0.1206,\n",
       "                      0.1396, 0.1236, 0.1630, 0.1353, 0.1303, 0.2084, 0.1242, 0.1122, 0.1314,\n",
       "                      0.1330, 0.1390, 0.1695, 0.1342, 0.1609, 0.1675, 0.1445, 0.1422, 0.1566,\n",
       "                      0.1629, 0.1685, 0.1337, 0.1291, 0.1315, 0.1648, 0.1187, 0.1312, 0.1344,\n",
       "                      0.1582, 0.1085, 0.1148, 0.1341, 0.1757, 0.1398, 0.1169, 0.1368, 0.1972,\n",
       "                      0.1132, 0.1293, 0.1359, 0.1159, 0.1204, 0.1141, 0.1512, 0.1578, 0.1483,\n",
       "                      0.1096, 0.1363, 0.1530, 0.1410, 0.1818, 0.1212, 0.1304, 0.1415, 0.1201,\n",
       "                      0.1561, 0.1149, 0.1250, 0.1123, 0.1161, 0.1466, 0.1419, 0.1714])),\n",
       "             ('layer4.1.bn1.weight', Parameter containing:\n",
       "              tensor([0.2587, 0.3073, 0.2595, 0.3223, 0.2662, 0.2652, 0.2575, 0.2660, 0.2766,\n",
       "                      0.2414, 0.3045, 0.2853, 0.2821, 0.2880, 0.3094, 0.3444, 0.3155, 0.4129,\n",
       "                      0.2110, 0.2903, 0.2496, 0.2601, 0.2967, 0.3033, 0.4152, 0.2719, 0.3661,\n",
       "                      0.3251, 0.3898, 0.3346, 0.2753, 0.2712, 0.2414, 0.3351, 0.3394, 0.3167,\n",
       "                      0.3360, 0.2666, 0.2109, 0.2705, 0.2587, 0.3070, 0.2720, 0.2316, 0.2885,\n",
       "                      0.2884, 0.2955, 0.3057, 0.3043, 0.2596, 0.2673, 0.1929, 0.3136, 0.3593,\n",
       "                      0.2622, 0.2931, 0.3295, 0.2514, 0.3208, 0.2798, 0.3259, 0.2939, 0.2390,\n",
       "                      0.3105, 0.3471, 0.2812, 0.2148, 0.2997, 0.3061, 0.2740, 0.2791, 0.3790,\n",
       "                      0.3592, 0.3247, 0.2995, 0.2735, 0.3356, 0.2703, 0.3255, 0.3127, 0.2783,\n",
       "                      0.2702, 0.3900, 0.2942, 0.2899, 0.3461, 0.3432, 0.4685, 0.2634, 0.2553,\n",
       "                      0.3019, 0.3961, 0.2742, 0.2995, 0.3858, 0.2785, 0.3212, 0.3109, 0.3642,\n",
       "                      0.2193, 0.2643, 0.2333, 0.3151, 0.3102, 0.2936, 0.2374, 0.2419, 0.2976,\n",
       "                      0.3335, 0.2619, 0.3984, 0.2721, 0.2718, 0.2678, 0.2757, 0.2445, 0.3508,\n",
       "                      0.2174, 0.3309, 0.2653, 0.2564, 0.1748, 0.3177, 0.2751, 0.2067, 0.2905,\n",
       "                      0.2762, 0.3329, 0.2738, 0.3224, 0.2199, 0.2997, 0.2206, 0.3213, 0.2760,\n",
       "                      0.3927, 0.3174, 0.2698, 0.2988, 0.2610, 0.2550, 0.2788, 0.4445, 0.2862,\n",
       "                      0.3606, 0.3279, 0.2869, 0.3294, 0.2244, 0.2338, 0.1754, 0.2318, 0.3186,\n",
       "                      0.3322, 0.2255, 0.3041, 0.2837, 0.3276, 0.2392, 0.3668, 0.1971, 0.2946,\n",
       "                      0.3613, 0.2736, 0.2554, 0.2860, 0.2511, 0.3490, 0.3253, 0.2934, 0.2027,\n",
       "                      0.2580, 0.2200, 0.3089, 0.3074, 0.3332, 0.2943, 0.3375, 0.2330, 0.2611,\n",
       "                      0.3383, 0.2837, 0.3546, 0.3093, 0.3791, 0.2197, 0.2648, 0.2830, 0.2587,\n",
       "                      0.3588, 0.2830, 0.3971, 0.3194, 0.3066, 0.2754, 0.2647, 0.0970, 0.2182,\n",
       "                      0.2334, 0.2624, 0.1829, 0.2933, 0.2747, 0.3001, 0.2996, 0.3107, 0.3256,\n",
       "                      0.2940, 0.3901, 0.2790, 0.3030, 0.2838, 0.3010, 0.3044, 0.3479, 0.3087,\n",
       "                      0.2611, 0.1958, 0.2941, 0.2558, 0.2889, 0.3148, 0.2516, 0.2664, 0.2862,\n",
       "                      0.3940, 0.2933, 0.2781, 0.3796, 0.3022, 0.2583, 0.3021, 0.2784, 0.2967,\n",
       "                      0.2994, 0.3856, 0.3277, 0.2587, 0.2539, 0.2824, 0.2634, 0.1489, 0.2205,\n",
       "                      0.3929, 0.3401, 0.2717, 0.2789, 0.2917, 0.3177, 0.1992, 0.3684, 0.3120,\n",
       "                      0.3201, 0.2810, 0.2302, 0.2779, 0.2865, 0.2858, 0.2713, 0.1601, 0.2496,\n",
       "                      0.2895, 0.3154, 0.3443, 0.3285, 0.3444, 0.3251, 0.3235, 0.3375, 0.2282,\n",
       "                      0.2128, 0.1795, 0.3077, 0.3005, 0.2775, 0.3054, 0.2914, 0.3535, 0.2871,\n",
       "                      0.2669, 0.3961, 0.2674, 0.3898, 0.3183, 0.3242, 0.2789, 0.1911, 0.2569,\n",
       "                      0.3427, 0.2464, 0.2778, 0.2098, 0.3019, 0.3145, 0.3271, 0.2914, 0.2619,\n",
       "                      0.2643, 0.3039, 0.2520, 0.2099, 0.3643, 0.2915, 0.1957, 0.3286, 0.2355,\n",
       "                      0.3210, 0.2982, 0.3388, 0.3450, 0.3716, 0.2898, 0.2846, 0.2805, 0.2219,\n",
       "                      0.2910, 0.2681, 0.3163, 0.1964, 0.3176, 0.3092, 0.2706, 0.2505, 0.2508,\n",
       "                      0.3166, 0.3583, 0.1563, 0.2608, 0.2892, 0.3401, 0.2891, 0.3126, 0.2172,\n",
       "                      0.2459, 0.2651, 0.4052, 0.2986, 0.3026, 0.3773, 0.2262, 0.2675, 0.2900,\n",
       "                      0.3759, 0.3201, 0.2567, 0.3443, 0.2348, 0.3057, 0.2347, 0.3277, 0.2938,\n",
       "                      0.2746, 0.2805, 0.2421, 0.3590, 0.2622, 0.2773, 0.2396, 0.2134, 0.2727,\n",
       "                      0.2984, 0.2744, 0.2591, 0.2628, 0.3568, 0.2009, 0.3220, 0.2868, 0.2561,\n",
       "                      0.3113, 0.2138, 0.3136, 0.2745, 0.3046, 0.3042, 0.1972, 0.2815, 0.2542,\n",
       "                      0.2983, 0.2613, 0.2668, 0.3142, 0.2930, 0.3800, 0.1966, 0.2948, 0.3363,\n",
       "                      0.2713, 0.3625, 0.2909, 0.2695, 0.3111, 0.3242, 0.3009, 0.3231, 0.3051,\n",
       "                      0.2012, 0.2716, 0.3692, 0.2694, 0.1481, 0.2858, 0.2819, 0.2391, 0.2867,\n",
       "                      0.3466, 0.3431, 0.2365, 0.3357, 0.1685, 0.2925, 0.3092, 0.3127, 0.1883,\n",
       "                      0.2561, 0.3086, 0.1732, 0.2989, 0.3235, 0.2693, 0.2630, 0.2913, 0.2786,\n",
       "                      0.3124, 0.3098, 0.2695, 0.2403, 0.2906, 0.2784, 0.2654, 0.3485, 0.3939,\n",
       "                      0.3033, 0.3145, 0.2622, 0.1540, 0.2790, 0.2967, 0.1954, 0.2632, 0.2957,\n",
       "                      0.2581, 0.3231, 0.2795, 0.2859, 0.3139, 0.2488, 0.2404, 0.3714, 0.2649,\n",
       "                      0.2267, 0.2878, 0.3462, 0.3063, 0.3180, 0.1726, 0.3153, 0.2625, 0.3020,\n",
       "                      0.2996, 0.3632, 0.1541, 0.3192, 0.2200, 0.2894, 0.2622, 0.2534, 0.2935,\n",
       "                      0.3208, 0.2231, 0.2743, 0.3023, 0.2829, 0.2394, 0.2506, 0.3512, 0.3366,\n",
       "                      0.2666, 0.2930, 0.3049, 0.2321, 0.3397, 0.2727, 0.2900, 0.3146, 0.2682,\n",
       "                      0.3094, 0.3718, 0.3387, 0.3202, 0.2423, 0.2745, 0.2966, 0.2500, 0.2329,\n",
       "                      0.3419, 0.2928, 0.3536, 0.3739, 0.1935, 0.2670, 0.2846, 0.2583, 0.3783,\n",
       "                      0.2826, 0.2929, 0.2728, 0.3645, 0.2770, 0.2756, 0.2523, 0.2500],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.1.bn1.bias', Parameter containing:\n",
       "              tensor([-0.1668, -0.3019, -0.2187, -0.2917, -0.1971, -0.2325, -0.1869, -0.1857,\n",
       "                      -0.2474, -0.1629, -0.2448, -0.2508, -0.1895, -0.2651, -0.3250, -0.3811,\n",
       "                      -0.2953, -0.4963, -0.0294, -0.2724, -0.2007, -0.2220, -0.2945, -0.2579,\n",
       "                      -0.5152, -0.1994, -0.5016, -0.2736, -0.4528, -0.3968, -0.2281, -0.1772,\n",
       "                      -0.1293, -0.2655, -0.3252, -0.3232, -0.3337, -0.1901, -0.0692, -0.2196,\n",
       "                      -0.2132, -0.2565, -0.1646, -0.1567, -0.2087, -0.2178, -0.2480, -0.2767,\n",
       "                      -0.3071, -0.1988, -0.1985, -0.0235, -0.2458, -0.4156, -0.1660, -0.1923,\n",
       "                      -0.3328, -0.1481, -0.3047, -0.2277, -0.3182, -0.2744, -0.1643, -0.3365,\n",
       "                      -0.4050, -0.2082, -0.0621, -0.2671, -0.2809, -0.2185, -0.2148, -0.4465,\n",
       "                      -0.3376, -0.3213, -0.2921, -0.1998, -0.3369, -0.2092, -0.2831, -0.2893,\n",
       "                      -0.1719, -0.2189, -0.4016, -0.2484, -0.2070, -0.3849, -0.3753, -0.5874,\n",
       "                      -0.1637, -0.1748, -0.2217, -0.5067, -0.2496, -0.2117, -0.4291, -0.1944,\n",
       "                      -0.3089, -0.2621, -0.4096, -0.0602, -0.2009, -0.1316, -0.3336, -0.2627,\n",
       "                      -0.2320, -0.0910, -0.1560, -0.2889, -0.3286, -0.1628, -0.5128, -0.2036,\n",
       "                      -0.1726, -0.1844, -0.2285, -0.1925, -0.3432, -0.0929, -0.3138, -0.1912,\n",
       "                      -0.1926, -0.0342, -0.3268, -0.1699, -0.0828, -0.2417, -0.2069, -0.3870,\n",
       "                      -0.2210, -0.2867, -0.0526, -0.3092, -0.0655, -0.2594, -0.2160, -0.5062,\n",
       "                      -0.2905, -0.2125, -0.3124, -0.2128, -0.1946, -0.2520, -0.5475, -0.2321,\n",
       "                      -0.3350, -0.3473, -0.2158, -0.3603, -0.0759, -0.1472, -0.0327, -0.1404,\n",
       "                      -0.3128, -0.3063, -0.1120, -0.2664, -0.2700, -0.3112, -0.1519, -0.3843,\n",
       "                      -0.0645, -0.2373, -0.4227, -0.2546, -0.1611, -0.2350, -0.1524, -0.3494,\n",
       "                      -0.3453, -0.2081, -0.0918, -0.2025, -0.1246, -0.2533, -0.2768, -0.3156,\n",
       "                      -0.2530, -0.3957, -0.0981, -0.1257, -0.3697, -0.2333, -0.3664, -0.2829,\n",
       "                      -0.4320, -0.0836, -0.1583, -0.2395, -0.1818, -0.4408, -0.2376, -0.4450,\n",
       "                      -0.3232, -0.2787, -0.1858, -0.2137,  0.0481, -0.1058, -0.1093, -0.2035,\n",
       "                      -0.0496, -0.2117, -0.1598, -0.2389, -0.2830, -0.2878, -0.3406, -0.2560,\n",
       "                      -0.4468, -0.2444, -0.2492, -0.2222, -0.2792, -0.3005, -0.4180, -0.2568,\n",
       "                      -0.1872, -0.0270, -0.2645, -0.1873, -0.3022, -0.3400, -0.1803, -0.1810,\n",
       "                      -0.2079, -0.4775, -0.2047, -0.1878, -0.4504, -0.2516, -0.1657, -0.2765,\n",
       "                      -0.2329, -0.2446, -0.2956, -0.4163, -0.2816, -0.1571, -0.2199, -0.2125,\n",
       "                      -0.1684,  0.0356, -0.0914, -0.4484, -0.3535, -0.2212, -0.2550, -0.2509,\n",
       "                      -0.2702, -0.0599, -0.3505, -0.2924, -0.2360, -0.2339, -0.1259, -0.2597,\n",
       "                      -0.2267, -0.1978, -0.1371, -0.0129, -0.1175, -0.2527, -0.3099, -0.3231,\n",
       "                      -0.3468, -0.3553, -0.3537, -0.3315, -0.3713, -0.1091, -0.0959, -0.0258,\n",
       "                      -0.2756, -0.2808, -0.2012, -0.2812, -0.1991, -0.3948, -0.2257, -0.2469,\n",
       "                      -0.4211, -0.2110, -0.4670, -0.3069, -0.3549, -0.2337, -0.0612, -0.1321,\n",
       "                      -0.2968, -0.1870, -0.2316, -0.0686, -0.3113, -0.2895, -0.3149, -0.2686,\n",
       "                      -0.2081, -0.2096, -0.3011, -0.1810, -0.0227, -0.3873, -0.2665, -0.0225,\n",
       "                      -0.2973, -0.0973, -0.2980, -0.3219, -0.2926, -0.3196, -0.4332, -0.1980,\n",
       "                      -0.2117, -0.2302, -0.0980, -0.2344, -0.2154, -0.2921, -0.0350, -0.3361,\n",
       "                      -0.2620, -0.2188, -0.1566, -0.1795, -0.2726, -0.4103,  0.0413, -0.1507,\n",
       "                      -0.2552, -0.3137, -0.2466, -0.2961, -0.0938, -0.1481, -0.2129, -0.5480,\n",
       "                      -0.2915, -0.2802, -0.5077, -0.1306, -0.1862, -0.2400, -0.4362, -0.3017,\n",
       "                      -0.1633, -0.3447, -0.1047, -0.2846, -0.1244, -0.3036, -0.2404, -0.2333,\n",
       "                      -0.2494, -0.1866, -0.3294, -0.1677, -0.2540, -0.1295, -0.0512, -0.1966,\n",
       "                      -0.2801, -0.1702, -0.1879, -0.1850, -0.3274, -0.0369, -0.2979, -0.2612,\n",
       "                      -0.1889, -0.3270, -0.1377, -0.2787, -0.2201, -0.2417, -0.2834, -0.0555,\n",
       "                      -0.2538, -0.1040, -0.2660, -0.1644, -0.1723, -0.2672, -0.2797, -0.4214,\n",
       "                      -0.0378, -0.2386, -0.3498, -0.2435, -0.4348, -0.2554, -0.1719, -0.2836,\n",
       "                      -0.3316, -0.2787, -0.2879, -0.2640, -0.0560, -0.1789, -0.4195, -0.2152,\n",
       "                       0.0567, -0.2359, -0.2249, -0.0911, -0.2644, -0.3875, -0.3317, -0.1415,\n",
       "                      -0.3425, -0.0020, -0.1941, -0.2821, -0.2809, -0.0965, -0.1841, -0.2971,\n",
       "                      -0.0173, -0.3043, -0.3013, -0.1729, -0.1872, -0.2683, -0.2033, -0.3059,\n",
       "                      -0.2939, -0.2163, -0.1889, -0.2581, -0.2296, -0.2066, -0.3462, -0.4298,\n",
       "                      -0.2600, -0.3095, -0.1800, -0.0116, -0.2124, -0.2552, -0.0523, -0.2216,\n",
       "                      -0.2605, -0.2134, -0.2867, -0.2556, -0.2275, -0.3437, -0.1698, -0.1560,\n",
       "                      -0.4120, -0.2067, -0.1159, -0.2408, -0.3093, -0.2621, -0.2593, -0.0135,\n",
       "                      -0.3099, -0.2179, -0.2766, -0.2400, -0.3934,  0.0072, -0.2982, -0.0930,\n",
       "                      -0.2166, -0.1635, -0.1827, -0.2308, -0.2525, -0.0991, -0.2325, -0.2938,\n",
       "                      -0.2480, -0.0934, -0.1911, -0.3772, -0.3369, -0.1606, -0.2752, -0.3005,\n",
       "                      -0.1372, -0.2990, -0.2156, -0.2622, -0.3160, -0.1342, -0.2903, -0.3865,\n",
       "                      -0.2916, -0.3243, -0.2051, -0.2656, -0.2359, -0.1508, -0.1063, -0.3595,\n",
       "                      -0.2312, -0.3046, -0.4178, -0.0276, -0.2204, -0.2426, -0.1616, -0.4789,\n",
       "                      -0.1713, -0.2802, -0.2305, -0.4327, -0.2413, -0.1862, -0.1486, -0.1507],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.1.conv2.weight', Parameter containing:\n",
       "              tensor([[[[ 2.8729e-04,  4.2632e-03, -2.0266e-03],\n",
       "                        [ 1.9513e-04,  2.4381e-03, -5.8632e-03],\n",
       "                        [ 4.4803e-03,  8.6577e-03,  8.5538e-04]],\n",
       "              \n",
       "                       [[-1.1335e-02, -1.3195e-02, -1.0305e-02],\n",
       "                        [-4.9507e-03, -4.5898e-03, -3.1041e-03],\n",
       "                        [-7.5883e-03, -8.3795e-03, -8.9239e-03]],\n",
       "              \n",
       "                       [[-1.1914e-02, -1.2104e-02, -1.0167e-02],\n",
       "                        [-1.2093e-02, -1.1557e-02, -8.9600e-03],\n",
       "                        [-1.2515e-02, -9.3296e-03, -6.4079e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-9.3573e-03, -1.0662e-02, -1.2672e-02],\n",
       "                        [-8.0600e-03, -8.5423e-03, -1.2121e-02],\n",
       "                        [-8.1498e-03, -8.8037e-03, -1.0611e-02]],\n",
       "              \n",
       "                       [[ 4.2632e-03,  5.6461e-03,  2.8460e-03],\n",
       "                        [ 4.7070e-03,  6.2550e-03,  7.5862e-03],\n",
       "                        [ 1.1504e-02,  1.1518e-02,  1.0728e-02]],\n",
       "              \n",
       "                       [[-6.2455e-03, -9.1693e-03, -9.6664e-03],\n",
       "                        [-4.2935e-03, -6.5311e-03, -5.0513e-03],\n",
       "                        [-3.1141e-03, -5.0124e-03, -5.8122e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 2.7483e-03,  3.7146e-04,  3.3262e-05],\n",
       "                        [-4.5675e-03, -6.6689e-03, -6.4447e-03],\n",
       "                        [-6.7610e-03, -7.3204e-03, -9.5855e-03]],\n",
       "              \n",
       "                       [[-1.4630e-02, -1.2320e-02, -1.4457e-02],\n",
       "                        [-8.6197e-03, -5.8059e-03, -1.1075e-02],\n",
       "                        [-6.2154e-03, -6.8218e-03, -9.3805e-03]],\n",
       "              \n",
       "                       [[ 1.0879e-03,  4.3850e-04, -1.9456e-03],\n",
       "                        [-1.2517e-03,  3.2917e-04, -2.1435e-03],\n",
       "                        [ 4.8136e-03,  2.5333e-03,  5.1504e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.4644e-02,  1.7434e-02,  2.0734e-02],\n",
       "                        [ 2.3101e-02,  1.3487e-02,  2.0728e-02],\n",
       "                        [ 1.9381e-02,  1.5243e-02,  1.7340e-02]],\n",
       "              \n",
       "                       [[ 1.2212e-02,  1.2448e-02,  1.5048e-02],\n",
       "                        [ 5.2993e-03,  4.0090e-03,  9.3927e-03],\n",
       "                        [ 6.6766e-03,  2.4941e-03,  8.3288e-03]],\n",
       "              \n",
       "                       [[ 3.1040e-02,  2.8243e-02,  3.2319e-02],\n",
       "                        [ 3.8608e-02,  3.3099e-02,  3.8652e-02],\n",
       "                        [ 2.5839e-02,  2.6524e-02,  2.4995e-02]]],\n",
       "              \n",
       "              \n",
       "                      [[[-2.1761e-03,  4.5553e-03,  2.0612e-03],\n",
       "                        [ 4.9747e-03,  1.1420e-02,  8.5734e-03],\n",
       "                        [ 4.8583e-03,  1.1469e-02,  1.0039e-02]],\n",
       "              \n",
       "                       [[-6.2547e-05,  6.5336e-04,  9.4747e-04],\n",
       "                        [ 5.0603e-03,  7.7136e-03,  6.5484e-03],\n",
       "                        [-4.8432e-04,  2.3057e-03,  2.9219e-03]],\n",
       "              \n",
       "                       [[-3.2788e-02, -2.7615e-02, -3.2608e-02],\n",
       "                        [-3.6296e-02, -2.8170e-02, -3.0277e-02],\n",
       "                        [-3.6814e-02, -3.1547e-02, -3.0231e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-5.2998e-03, -2.8590e-04, -4.9266e-03],\n",
       "                        [-7.0530e-03, -2.3684e-04, -1.5838e-03],\n",
       "                        [-6.9291e-03,  4.8084e-04, -3.1548e-03]],\n",
       "              \n",
       "                       [[ 1.1854e-02,  8.4836e-03,  1.3839e-02],\n",
       "                        [ 2.8741e-03, -9.7358e-05,  4.4888e-03],\n",
       "                        [-2.5515e-03, -2.7788e-03, -3.2464e-03]],\n",
       "              \n",
       "                       [[-1.2408e-02, -1.5001e-02, -1.3377e-02],\n",
       "                        [-1.4540e-02, -1.8537e-02, -1.7392e-02],\n",
       "                        [-6.7315e-03, -9.5205e-03, -9.0692e-03]]],\n",
       "              \n",
       "              \n",
       "                      ...,\n",
       "              \n",
       "              \n",
       "                      [[[ 3.0369e-03,  1.9542e-03,  1.7140e-03],\n",
       "                        [-7.6240e-03, -2.8765e-03, -5.1760e-03],\n",
       "                        [-9.3019e-03, -4.8800e-03, -4.2932e-03]],\n",
       "              \n",
       "                       [[ 4.4836e-03,  2.4909e-03,  1.5746e-03],\n",
       "                        [ 1.2065e-02,  1.2936e-02,  1.0344e-02],\n",
       "                        [ 1.9010e-02,  1.7459e-02,  1.5988e-02]],\n",
       "              \n",
       "                       [[-1.4914e-03, -8.1727e-03, -8.0671e-03],\n",
       "                        [-6.6247e-03, -6.2421e-03, -9.2717e-03],\n",
       "                        [-8.7991e-03, -7.7528e-03, -8.6336e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.8040e-02, -1.5366e-02, -1.5334e-02],\n",
       "                        [-1.3148e-02, -1.2180e-02, -1.0915e-02],\n",
       "                        [-1.4545e-02, -1.4756e-02, -1.1787e-02]],\n",
       "              \n",
       "                       [[ 3.5762e-03,  6.6073e-03, -1.4055e-03],\n",
       "                        [ 4.3975e-03,  7.8375e-03,  8.8085e-05],\n",
       "                        [-5.0697e-03, -5.6633e-04, -5.9284e-03]],\n",
       "              \n",
       "                       [[-1.9234e-03, -8.8012e-03, -5.8821e-03],\n",
       "                        [ 3.6685e-03, -1.3784e-03, -3.2117e-03],\n",
       "                        [-4.7037e-04,  1.5340e-04, -3.4046e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[-1.8305e-02, -1.7735e-02, -2.1683e-02],\n",
       "                        [-1.6598e-02, -1.2508e-02, -2.0530e-02],\n",
       "                        [-1.0800e-02, -9.8670e-03, -1.7195e-02]],\n",
       "              \n",
       "                       [[ 2.0721e-02,  2.2466e-02,  2.5049e-02],\n",
       "                        [ 1.8682e-02,  1.3160e-02,  2.3696e-02],\n",
       "                        [ 2.2104e-02,  1.7261e-02,  2.4877e-02]],\n",
       "              \n",
       "                       [[-5.7091e-03, -2.6876e-03, -9.2260e-04],\n",
       "                        [-9.4530e-03, -7.0543e-03, -6.2770e-03],\n",
       "                        [-4.5806e-03, -2.7182e-03, -2.5823e-03]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[ 2.4150e-02,  1.4002e-02,  1.6559e-02],\n",
       "                        [ 2.1363e-02,  1.4359e-02,  1.5854e-02],\n",
       "                        [ 2.5786e-02,  2.7233e-02,  2.5104e-02]],\n",
       "              \n",
       "                       [[-4.6450e-03,  1.2419e-03, -1.8768e-03],\n",
       "                        [ 1.3005e-03,  4.0888e-03, -6.5483e-04],\n",
       "                        [-7.9783e-03, -6.6539e-03, -8.9957e-03]],\n",
       "              \n",
       "                       [[ 1.1494e-02,  2.6621e-02,  1.5649e-02],\n",
       "                        [ 6.5960e-03,  1.7290e-02,  7.5466e-03],\n",
       "                        [-8.0256e-03,  4.6246e-03, -5.7808e-03]]],\n",
       "              \n",
       "              \n",
       "                      [[[ 1.4232e-02,  1.1769e-02,  9.4342e-03],\n",
       "                        [ 6.2592e-03,  5.1087e-03,  2.3311e-03],\n",
       "                        [-1.9694e-03,  2.7110e-03, -2.8945e-03]],\n",
       "              \n",
       "                       [[-7.0772e-03,  1.0365e-03, -5.8451e-03],\n",
       "                        [-9.1879e-03, -3.1388e-03, -8.1517e-03],\n",
       "                        [-8.0300e-03, -5.1313e-03, -9.5734e-03]],\n",
       "              \n",
       "                       [[ 2.4314e-02,  1.8942e-02,  2.4256e-02],\n",
       "                        [ 2.0090e-02,  1.1472e-02,  1.5993e-02],\n",
       "                        [ 2.2910e-02,  2.0622e-02,  2.3820e-02]],\n",
       "              \n",
       "                       ...,\n",
       "              \n",
       "                       [[-1.6375e-02, -1.6928e-02, -1.9019e-02],\n",
       "                        [-9.7367e-03, -1.1274e-02, -1.0261e-02],\n",
       "                        [-1.2310e-02, -1.5931e-02, -1.4151e-02]],\n",
       "              \n",
       "                       [[ 4.7098e-03, -4.5205e-04,  2.8042e-03],\n",
       "                        [ 2.1428e-03, -4.6175e-03, -1.6818e-03],\n",
       "                        [-1.3336e-03, -5.5009e-03, -2.6237e-03]],\n",
       "              \n",
       "                       [[-1.4367e-02, -1.3520e-02, -1.1387e-02],\n",
       "                        [-4.7420e-03, -1.7309e-03, -2.6426e-03],\n",
       "                        [ 5.1448e-03,  7.0428e-03,  5.0202e-03]]]], requires_grad=True)),\n",
       "             ('layer4.1.bn2.running_mean',\n",
       "              tensor([-1.3953e-02, -5.0031e-02, -4.3323e-02, -1.5914e-02, -4.6112e-02,\n",
       "                      -2.3473e-02, -2.5429e-02, -3.3783e-02,  5.1665e-02, -3.5325e-02,\n",
       "                      -3.7555e-02, -1.3353e-02, -3.4012e-02, -2.8709e-03, -4.3814e-02,\n",
       "                      -2.6424e-02, -3.0987e-02, -9.1183e-02,  1.5193e-02, -3.9889e-02,\n",
       "                       3.5157e-03, -6.3124e-02, -2.8069e-02, -3.8168e-02, -5.7470e-03,\n",
       "                      -1.9639e-02, -2.0180e-02, -4.1006e-02, -3.7068e-02, -4.9702e-02,\n",
       "                      -2.0847e-02, -3.5155e-02, -2.2799e-02, -3.5089e-02, -2.5835e-02,\n",
       "                      -2.6871e-02, -3.3089e-02, -5.3280e-02, -2.9554e-02, -2.7207e-02,\n",
       "                      -7.9410e-02, -3.8662e-02, -7.0901e-02, -4.7921e-03, -4.0081e-02,\n",
       "                      -4.4518e-02, -9.6880e-03,  3.9220e-02, -4.1579e-02, -3.5060e-02,\n",
       "                      -2.7755e-02, -7.6511e-03, -4.4367e-02, -2.6813e-02, -1.2360e-02,\n",
       "                      -3.5112e-02, -3.1672e-02, -2.4467e-02, -6.0395e-02, -4.6648e-02,\n",
       "                      -5.3290e-02, -2.8216e-02, -5.4557e-02, -5.4704e-02, -2.8591e-02,\n",
       "                      -5.0634e-02,  6.2696e-04, -5.1950e-02, -5.1578e-02, -3.6758e-02,\n",
       "                      -3.0772e-02, -3.9569e-02, -1.9722e-02, -4.3900e-02, -4.4507e-02,\n",
       "                      -5.3416e-02, -4.3945e-02, -2.3374e-02, -5.1497e-02, -4.4268e-02,\n",
       "                      -3.9613e-02,  7.1347e-03, -3.1644e-02,  3.4458e-02, -3.8945e-02,\n",
       "                      -3.8628e-02, -2.9412e-02, -3.6697e-02, -3.3454e-02, -3.5203e-03,\n",
       "                      -2.3919e-02, -1.5737e-02, -1.8832e-02, -3.6160e-02, -3.0676e-02,\n",
       "                      -3.5423e-02, -3.6338e-02, -6.0085e-02, -2.4744e-02, -1.0668e-02,\n",
       "                      -6.4177e-02, -4.9577e-02, -5.2484e-02, -5.4054e-02, -5.6033e-03,\n",
       "                      -1.1281e-02, -5.2175e-02, -4.2486e-02, -2.8311e-02, -3.6422e-02,\n",
       "                      -5.6531e-03, -2.8168e-02, -2.9531e-02, -3.7204e-02, -6.7556e-02,\n",
       "                      -3.1953e-02, -4.5689e-02,  4.5595e-02, -3.0731e-02, -2.3350e-02,\n",
       "                      -3.2033e-02, -1.5946e-02, -4.3791e-02,  4.7809e-03,  3.6441e-04,\n",
       "                      -3.1503e-02, -2.3126e-02, -3.7362e-02, -4.6890e-02, -2.7394e-02,\n",
       "                      -5.6134e-02, -4.9824e-02, -4.3524e-02, -2.7824e-02, -7.0928e-02,\n",
       "                      -6.0755e-02, -5.0579e-02, -2.8704e-02, -2.6274e-02, -3.3160e-02,\n",
       "                      -8.6181e-03, -3.9907e-02, -3.5256e-02, -8.6042e-02, -2.6312e-02,\n",
       "                      -3.2020e-02, -1.4972e-02, -1.1586e-02, -3.8802e-02, -6.7321e-02,\n",
       "                      -4.5730e-02, -1.3368e-02, -2.9202e-02, -1.5672e-02, -5.5057e-02,\n",
       "                      -4.7705e-02, -2.6542e-02, -1.3914e-02, -1.9433e-02, -3.6511e-02,\n",
       "                      -5.1134e-02, -4.3920e-02, -3.3364e-02,  4.1027e-02, -3.2706e-02,\n",
       "                      -8.1987e-04, -1.9290e-02, -4.7500e-02, -4.4132e-02, -3.8169e-02,\n",
       "                      -2.4048e-02, -4.1317e-02, -2.0381e-02, -3.9825e-02, -4.3505e-02,\n",
       "                      -1.3664e-02, -3.0153e-02, -3.2162e-02, -5.1351e-02, -4.3963e-02,\n",
       "                      -1.3103e-03, -2.0620e-02, -4.1151e-02, -7.4645e-02, -1.3569e-02,\n",
       "                      -4.2029e-02, -3.6559e-02, -5.5496e-02, -2.4927e-02, -4.3322e-02,\n",
       "                      -2.5386e-02, -5.9246e-03,  9.1213e-03, -4.6321e-02, -4.9662e-02,\n",
       "                      -1.3392e-02, -4.9198e-02, -2.2978e-02, -1.3565e-02, -4.4778e-02,\n",
       "                      -4.1518e-02, -5.3186e-02, -6.2418e-02, -3.3953e-02, -1.8224e-02,\n",
       "                      -4.7834e-02, -2.5541e-02, -1.6724e-02, -6.6561e-02, -5.5189e-02,\n",
       "                      -2.9102e-02,  1.7437e-03, -2.8708e-02, -4.7356e-02, -3.9403e-02,\n",
       "                      -5.2492e-02, -4.8850e-02, -3.3341e-02, -2.7483e-02, -6.1212e-02,\n",
       "                      -4.5193e-02, -3.5821e-02,  8.3305e-03, -1.7342e-02,  1.1033e-03,\n",
       "                      -6.2373e-02, -2.4603e-02, -7.2638e-02,  2.1412e-02, -7.5782e-02,\n",
       "                      -3.2325e-02, -2.4850e-02, -2.2635e-02, -8.4995e-03, -2.4250e-02,\n",
       "                       6.6956e-03, -1.6815e-02, -5.7800e-02, -4.0070e-02, -2.5381e-02,\n",
       "                      -2.6095e-02, -3.6127e-02, -4.1404e-02, -4.7404e-02, -1.7275e-03,\n",
       "                      -5.8207e-02, -6.2922e-02, -4.1185e-02, -2.7714e-02, -2.6942e-02,\n",
       "                      -1.9350e-02, -2.6446e-03, -4.6726e-02, -4.4284e-02, -2.1652e-02,\n",
       "                      -4.8506e-02, -4.0399e-02, -3.5572e-02, -4.6054e-02, -3.1532e-02,\n",
       "                      -3.2670e-02, -4.3606e-02, -5.3407e-02, -2.9613e-02, -6.5983e-02,\n",
       "                      -3.6677e-02, -1.5673e-02, -4.1916e-02,  7.1996e-03, -2.6574e-02,\n",
       "                      -2.9427e-02, -4.6752e-02, -1.6942e-02, -1.7730e-02, -3.1830e-02,\n",
       "                      -2.0861e-02, -4.2271e-02, -3.7406e-02, -3.8363e-02, -4.3299e-02,\n",
       "                       7.0993e-03, -1.6024e-02, -1.1558e-02, -1.3649e-02, -1.9286e-02,\n",
       "                      -5.3812e-03, -3.8080e-02, -4.0525e-02, -3.7919e-02, -3.8805e-02,\n",
       "                      -7.5134e-02, -1.3963e-02,  2.9169e-03, -1.8857e-02, -1.8787e-02,\n",
       "                      -1.8889e-02, -3.9999e-02, -4.7723e-02, -1.5847e-02, -3.8556e-02,\n",
       "                      -3.8237e-03, -4.1886e-02, -2.2822e-02, -2.7051e-02, -1.2578e-02,\n",
       "                      -1.2243e-02, -1.0389e-02, -3.0908e-02, -4.9441e-02, -5.7127e-02,\n",
       "                      -4.3721e-02, -2.9496e-02, -2.8846e-02, -3.4347e-02, -3.3969e-02,\n",
       "                      -1.8485e-02, -2.0259e-02, -6.5098e-03, -3.2701e-02, -1.2320e-02,\n",
       "                      -4.2393e-02, -4.4799e-02, -2.5397e-02, -3.7255e-02, -3.0126e-02,\n",
       "                      -3.3043e-02,  1.1193e-02, -3.4983e-02, -3.1577e-02, -3.6480e-02,\n",
       "                      -1.0290e-02,  2.8495e-02, -3.6363e-02, -4.7537e-03, -5.7458e-02,\n",
       "                      -1.7357e-02, -9.6716e-03, -2.6240e-02, -3.2853e-02, -1.0270e-03,\n",
       "                      -5.6348e-02, -1.9716e-02, -6.3584e-02,  1.1124e-02, -2.9937e-02,\n",
       "                      -2.5287e-02, -3.9320e-02,  2.9328e-03, -4.8010e-02, -3.1270e-02,\n",
       "                      -3.5449e-02, -2.9562e-02, -1.7369e-02, -5.0306e-02, -4.5947e-02,\n",
       "                      -1.7834e-02, -6.9322e-03, -3.2744e-03, -4.8955e-02, -3.5086e-02,\n",
       "                      -2.4075e-02, -2.1984e-02, -7.0374e-03, -3.7546e-02, -3.1797e-02,\n",
       "                      -2.4134e-02, -3.3352e-02, -3.2565e-02, -1.6909e-02, -2.2290e-02,\n",
       "                      -3.9201e-02, -1.0906e-02, -5.6042e-02, -4.8766e-02, -3.0840e-02,\n",
       "                      -3.4916e-02, -3.8825e-02, -4.3324e-02, -5.6847e-02,  1.0243e-02,\n",
       "                      -4.6514e-02, -1.0452e-02, -2.1537e-03, -4.4856e-02, -3.6066e-02,\n",
       "                      -1.7105e-02, -5.2364e-03, -2.8570e-02, -5.0284e-02, -6.5926e-02,\n",
       "                      -1.6846e-02, -3.1785e-02, -6.2677e-02, -5.5734e-02, -3.5885e-02,\n",
       "                      -1.4798e-02, -4.3455e-02, -1.3114e-02, -3.5012e-02, -2.1125e-02,\n",
       "                      -7.3286e-02, -4.1934e-02, -1.7432e-02, -3.5229e-02,  3.5735e-02,\n",
       "                      -3.0858e-02, -4.1892e-02, -3.5874e-02,  1.7104e-03, -1.8882e-02,\n",
       "                      -3.2570e-02, -6.8433e-02, -2.3559e-03, -4.5632e-02,  1.1026e-03,\n",
       "                      -7.9181e-02, -1.5563e-02, -2.2546e-02, -1.9013e-02, -4.7557e-02,\n",
       "                      -1.5476e-02, -4.5174e-02, -2.5230e-02, -3.1111e-02, -1.7632e-02,\n",
       "                      -1.1193e-02, -1.6986e-02, -6.3783e-02, -2.5520e-02,  9.3651e-03,\n",
       "                      -2.4927e-02, -5.2760e-02, -6.2665e-02, -2.4147e-02, -5.4109e-02,\n",
       "                      -6.4714e-02, -1.9359e-02, -1.4110e-02, -4.5960e-02, -4.2290e-02,\n",
       "                      -2.9651e-02, -1.1331e-02, -4.9568e-02, -4.5198e-02, -4.6655e-02,\n",
       "                      -3.9152e-02, -7.2373e-02, -2.8233e-02, -3.3341e-02,  5.0364e-05,\n",
       "                      -2.4896e-02, -4.3906e-03, -5.7027e-02, -1.6781e-02, -4.1684e-02,\n",
       "                      -4.3151e-02, -1.1696e-02, -3.2351e-02, -9.7962e-03, -1.0248e-02,\n",
       "                      -3.1722e-02, -3.1369e-02, -4.3368e-02, -4.1376e-02, -1.7700e-02,\n",
       "                      -6.5839e-02, -4.4930e-02, -3.0312e-02, -4.9151e-02, -3.4421e-02,\n",
       "                      -2.9603e-02, -2.7210e-02, -2.1330e-02, -3.6309e-02, -2.3335e-02,\n",
       "                      -4.0678e-02, -1.2841e-02, -3.0524e-02, -6.1549e-02, -4.6466e-02,\n",
       "                      -6.2686e-02, -3.6889e-02, -3.9056e-02, -3.4740e-02, -6.0740e-03,\n",
       "                      -1.9422e-02, -4.2960e-02, -3.7847e-02, -7.7137e-02, -2.9199e-02,\n",
       "                      -5.4336e-02, -2.5864e-02, -3.2088e-02, -5.0267e-02, -2.6562e-02,\n",
       "                      -1.9347e-02, -1.2865e-02, -3.7129e-02, -3.3561e-02, -5.6942e-02,\n",
       "                      -2.3849e-02, -7.7052e-03, -5.8456e-02,  1.3633e-04, -6.6229e-02,\n",
       "                      -2.9168e-02, -3.9504e-03, -5.2685e-02, -1.9541e-02, -5.8807e-02,\n",
       "                      -4.5790e-02, -3.0423e-02])),\n",
       "             ('layer4.1.bn2.running_var',\n",
       "              tensor([0.0126, 0.0128, 0.0128, 0.0138, 0.0124, 0.0131, 0.0144, 0.0162, 0.0123,\n",
       "                      0.0116, 0.0120, 0.0112, 0.0124, 0.0101, 0.0120, 0.0139, 0.0131, 0.0184,\n",
       "                      0.0126, 0.0108, 0.0124, 0.0134, 0.0138, 0.0136, 0.0129, 0.0129, 0.0127,\n",
       "                      0.0120, 0.0150, 0.0126, 0.0123, 0.0127, 0.0124, 0.0111, 0.0125, 0.0123,\n",
       "                      0.0148, 0.0128, 0.0119, 0.0106, 0.0127, 0.0109, 0.0122, 0.0124, 0.0137,\n",
       "                      0.0129, 0.0127, 0.0208, 0.0122, 0.0116, 0.0124, 0.0130, 0.0107, 0.0150,\n",
       "                      0.0113, 0.0124, 0.0155, 0.0143, 0.0130, 0.0119, 0.0118, 0.0170, 0.0118,\n",
       "                      0.0142, 0.0114, 0.0128, 0.0103, 0.0139, 0.0154, 0.0121, 0.0139, 0.0111,\n",
       "                      0.0113, 0.0134, 0.0117, 0.0133, 0.0123, 0.0116, 0.0116, 0.0118, 0.0114,\n",
       "                      0.0141, 0.0116, 0.0157, 0.0103, 0.0122, 0.0132, 0.0120, 0.0118, 0.0115,\n",
       "                      0.0095, 0.0134, 0.0120, 0.0138, 0.0118, 0.0127, 0.0118, 0.0115, 0.0122,\n",
       "                      0.0113, 0.0129, 0.0128, 0.0129, 0.0122, 0.0114, 0.0119, 0.0144, 0.0142,\n",
       "                      0.0133, 0.0155, 0.0112, 0.0110, 0.0120, 0.0130, 0.0137, 0.0134, 0.0115,\n",
       "                      0.0166, 0.0119, 0.0125, 0.0121, 0.0130, 0.0123, 0.0100, 0.0123, 0.0118,\n",
       "                      0.0128, 0.0117, 0.0113, 0.0133, 0.0141, 0.0126, 0.0110, 0.0122, 0.0152,\n",
       "                      0.0137, 0.0121, 0.0136, 0.0125, 0.0136, 0.0103, 0.0125, 0.0113, 0.0125,\n",
       "                      0.0132, 0.0140, 0.0128, 0.0152, 0.0115, 0.0142, 0.0117, 0.0116, 0.0142,\n",
       "                      0.0118, 0.0110, 0.0143, 0.0133, 0.0137, 0.0126, 0.0110, 0.0128, 0.0204,\n",
       "                      0.0127, 0.0309, 0.0170, 0.0138, 0.0108, 0.0116, 0.0126, 0.0123, 0.0126,\n",
       "                      0.0117, 0.0125, 0.0127, 0.0128, 0.0108, 0.0149, 0.0137, 0.0122, 0.0117,\n",
       "                      0.0136, 0.0118, 0.0182, 0.0111, 0.0126, 0.0150, 0.0156, 0.0139, 0.0115,\n",
       "                      0.0113, 0.0121, 0.0118, 0.0159, 0.0137, 0.0104, 0.0129, 0.0126, 0.0120,\n",
       "                      0.0132, 0.0113, 0.0115, 0.0126, 0.0155, 0.0096, 0.0146, 0.0147, 0.0134,\n",
       "                      0.0128, 0.0127, 0.0128, 0.0109, 0.0107, 0.0116, 0.0118, 0.0144, 0.0128,\n",
       "                      0.0119, 0.0118, 0.0107, 0.0145, 0.0131, 0.0134, 0.0133, 0.0127, 0.0114,\n",
       "                      0.0123, 0.0124, 0.0123, 0.0131, 0.0118, 0.0122, 0.0124, 0.0128, 0.0139,\n",
       "                      0.0114, 0.0119, 0.0107, 0.0155, 0.0121, 0.0128, 0.0119, 0.0120, 0.0179,\n",
       "                      0.0102, 0.0129, 0.0147, 0.0124, 0.0114, 0.0120, 0.0127, 0.0131, 0.0130,\n",
       "                      0.0129, 0.0129, 0.0116, 0.0149, 0.0121, 0.0142, 0.0127, 0.0159, 0.0130,\n",
       "                      0.0121, 0.0126, 0.0120, 0.0133, 0.0109, 0.0139, 0.0108, 0.0126, 0.0123,\n",
       "                      0.0108, 0.0115, 0.0133, 0.0113, 0.0145, 0.0122, 0.0122, 0.0099, 0.0118,\n",
       "                      0.0121, 0.0160, 0.0108, 0.0118, 0.0132, 0.0117, 0.0119, 0.0126, 0.0119,\n",
       "                      0.0120, 0.0130, 0.0112, 0.0128, 0.0131, 0.0144, 0.0134, 0.0116, 0.0136,\n",
       "                      0.0136, 0.0127, 0.0097, 0.0140, 0.0126, 0.0118, 0.0120, 0.0147, 0.0140,\n",
       "                      0.0125, 0.0135, 0.0122, 0.0143, 0.0129, 0.0130, 0.0140, 0.0117, 0.0104,\n",
       "                      0.0114, 0.0135, 0.0122, 0.0139, 0.0121, 0.0109, 0.0123, 0.0145, 0.0124,\n",
       "                      0.0120, 0.0114, 0.0131, 0.0134, 0.0106, 0.0114, 0.0119, 0.0159, 0.0133,\n",
       "                      0.0122, 0.0134, 0.0117, 0.0108, 0.0116, 0.0135, 0.0132, 0.0112, 0.0114,\n",
       "                      0.0118, 0.0141, 0.0107, 0.0116, 0.0124, 0.0115, 0.0115, 0.0125, 0.0111,\n",
       "                      0.0116, 0.0114, 0.0108, 0.0113, 0.0118, 0.0122, 0.0125, 0.0115, 0.0125,\n",
       "                      0.0149, 0.0146, 0.0128, 0.0123, 0.0144, 0.0123, 0.0118, 0.0127, 0.0140,\n",
       "                      0.0147, 0.0122, 0.0121, 0.0126, 0.0119, 0.0108, 0.0132, 0.0115, 0.0114,\n",
       "                      0.0138, 0.0129, 0.0148, 0.0123, 0.0120, 0.0125, 0.0134, 0.0133, 0.0126,\n",
       "                      0.0163, 0.0126, 0.0114, 0.0100, 0.0136, 0.0127, 0.0111, 0.0135, 0.0126,\n",
       "                      0.0111, 0.0125, 0.0133, 0.0127, 0.0168, 0.0134, 0.0117, 0.0128, 0.0139,\n",
       "                      0.0130, 0.0134, 0.0123, 0.0124, 0.0125, 0.0134, 0.0115, 0.0111, 0.0117,\n",
       "                      0.0125, 0.0136, 0.0110, 0.0123, 0.0110, 0.0125, 0.0117, 0.0117, 0.0135,\n",
       "                      0.0123, 0.0126, 0.0150, 0.0125, 0.0136, 0.0113, 0.0125, 0.0123, 0.0136,\n",
       "                      0.0120, 0.0124, 0.0144, 0.0164, 0.0128, 0.0123, 0.0114, 0.0117, 0.0130,\n",
       "                      0.0121, 0.0139, 0.0112, 0.0130, 0.0130, 0.0129, 0.0126, 0.0160, 0.0114,\n",
       "                      0.0114, 0.0143, 0.0122, 0.0130, 0.0120, 0.0119, 0.0106, 0.0137, 0.0139,\n",
       "                      0.0127, 0.0148, 0.0120, 0.0126, 0.0115, 0.0137, 0.0114, 0.0119, 0.0132,\n",
       "                      0.0139, 0.0126, 0.0113, 0.0108, 0.0116, 0.0125, 0.0122, 0.0130, 0.0112,\n",
       "                      0.0119, 0.0124, 0.0113, 0.0126, 0.0119, 0.0121, 0.0102, 0.0151, 0.0139,\n",
       "                      0.0110, 0.0125, 0.0127, 0.0109, 0.0133, 0.0150, 0.0126, 0.0126, 0.0122,\n",
       "                      0.0143, 0.0103, 0.0139, 0.0132, 0.0123, 0.0147, 0.0109, 0.0148, 0.0109,\n",
       "                      0.0107, 0.0112, 0.0150, 0.0128, 0.0113, 0.0126, 0.0162, 0.0135])),\n",
       "             ('layer4.1.bn2.weight', Parameter containing:\n",
       "              tensor([1.8419, 1.8307, 1.7650, 1.8288, 1.9505, 1.8026, 1.9536, 2.2790, 1.7662,\n",
       "                      1.8902, 1.7768, 1.7749, 1.9055, 1.7328, 1.8762, 1.8211, 1.7967, 2.3428,\n",
       "                      1.7985, 1.7271, 1.7915, 1.9512, 1.8928, 1.9017, 1.8784, 1.9809, 1.8569,\n",
       "                      1.7830, 1.8911, 1.8859, 1.7764, 1.9832, 1.8389, 1.7616, 1.8728, 1.8753,\n",
       "                      1.9008, 1.8209, 1.7039, 1.7377, 1.7786, 1.6944, 1.7829, 1.7815, 1.7594,\n",
       "                      1.8428, 1.9238, 2.0871, 1.8980, 1.8413, 1.8471, 1.8584, 1.7640, 1.8453,\n",
       "                      1.7606, 1.9504, 1.9620, 1.8755, 1.9424, 1.8731, 1.8674, 1.9422, 1.8750,\n",
       "                      1.9208, 1.7464, 1.8558, 1.6539, 2.0660, 2.0298, 1.9174, 1.8972, 1.7589,\n",
       "                      1.7551, 1.9560, 1.7909, 1.7971, 1.7851, 1.7733, 1.8061, 1.7949, 1.8169,\n",
       "                      1.8089, 1.8641, 2.1542, 1.7739, 1.7913, 1.8022, 1.7155, 1.7679, 1.7704,\n",
       "                      1.6266, 1.8645, 1.9076, 1.8576, 1.6924, 1.8020, 1.7100, 1.7713, 1.8572,\n",
       "                      1.7103, 2.0664, 1.9054, 1.9422, 1.8078, 1.7412, 1.6061, 1.9105, 1.8947,\n",
       "                      1.7954, 1.8989, 1.8239, 1.7619, 1.7951, 1.8149, 1.8539, 1.8502, 1.7095,\n",
       "                      2.1831, 1.8599, 1.8252, 1.8193, 1.8460, 1.7968, 1.6229, 1.8450, 1.8290,\n",
       "                      1.8706, 1.9293, 1.6881, 1.9725, 1.8981, 1.8925, 1.8851, 1.8445, 1.9764,\n",
       "                      2.0674, 1.8384, 1.8414, 1.8762, 1.7931, 1.7131, 1.9644, 1.7854, 1.9369,\n",
       "                      1.8972, 1.8940, 1.8700, 1.7967, 1.8775, 1.9409, 1.7391, 1.7944, 1.9678,\n",
       "                      1.7678, 1.6851, 1.9414, 1.9663, 1.9882, 1.7915, 1.8141, 1.8325, 2.1200,\n",
       "                      1.9256, 2.3592, 2.0304, 1.9594, 1.7334, 1.9048, 1.8221, 1.7811, 1.9084,\n",
       "                      1.8053, 1.9171, 1.9644, 1.8256, 1.6432, 1.9173, 1.9094, 1.9923, 1.7963,\n",
       "                      1.9077, 1.7619, 2.1724, 1.7931, 1.7564, 1.8889, 1.9832, 1.9136, 1.8035,\n",
       "                      1.8419, 1.8278, 1.8057, 1.9063, 1.8646, 1.7848, 1.8230, 1.7986, 1.7091,\n",
       "                      1.7724, 1.7939, 1.7611, 1.9325, 2.0162, 1.7295, 2.0196, 1.8876, 1.8325,\n",
       "                      1.8225, 1.7870, 1.9160, 1.7197, 1.7170, 1.9133, 1.7770, 1.9943, 1.8389,\n",
       "                      1.8070, 1.8516, 1.7857, 1.9648, 1.9553, 1.9232, 1.8086, 1.8114, 1.7141,\n",
       "                      1.8058, 1.8532, 1.9255, 1.7682, 1.8314, 1.8495, 1.8296, 1.8278, 1.8819,\n",
       "                      1.7698, 1.7838, 1.7807, 1.9974, 1.6994, 1.9483, 1.7793, 1.8029, 2.2210,\n",
       "                      1.6455, 1.8357, 2.1706, 1.9204, 1.7414, 1.7809, 1.8648, 1.9145, 1.8849,\n",
       "                      1.8346, 1.9368, 1.8169, 2.2302, 1.8262, 2.0651, 1.9888, 1.8169, 1.8462,\n",
       "                      1.9681, 1.8083, 1.8595, 1.8539, 1.7699, 1.9001, 1.7285, 1.7553, 1.8924,\n",
       "                      1.7829, 1.9428, 1.8724, 1.7228, 2.0548, 1.7732, 1.8561, 1.7699, 1.9269,\n",
       "                      1.8171, 2.4075, 1.7257, 1.7819, 1.7244, 1.8521, 1.8302, 1.8797, 1.7617,\n",
       "                      1.9650, 1.9807, 1.7102, 1.7486, 1.8350, 1.9919, 1.8505, 1.9000, 1.8269,\n",
       "                      1.9787, 1.7635, 1.6071, 1.7998, 1.9545, 1.7348, 1.7140, 1.8851, 1.7981,\n",
       "                      1.9100, 1.8315, 1.7864, 1.9165, 1.8839, 1.9017, 1.9334, 1.7405, 1.7661,\n",
       "                      1.8015, 1.9987, 1.7622, 1.9107, 1.8444, 1.7128, 1.8726, 1.8529, 1.9270,\n",
       "                      1.8769, 1.7261, 1.8393, 1.9075, 1.7953, 1.8246, 1.7605, 2.0470, 1.9221,\n",
       "                      1.9205, 1.8910, 1.7666, 1.6801, 1.8308, 1.8845, 1.8339, 1.8238, 1.7616,\n",
       "                      1.6114, 1.8411, 1.7437, 1.8423, 1.9540, 1.7465, 1.7741, 1.8746, 1.8856,\n",
       "                      1.7740, 1.7603, 1.7682, 1.8396, 1.6869, 1.8080, 1.8836, 1.8283, 1.8341,\n",
       "                      1.8522, 1.9749, 1.8707, 1.7719, 1.8993, 1.8108, 1.8480, 1.8267, 1.8731,\n",
       "                      1.9576, 1.8347, 1.9509, 1.9641, 1.7997, 1.7652, 1.9253, 1.7126, 1.7551,\n",
       "                      1.9427, 1.8559, 1.9163, 1.7681, 1.7803, 1.8500, 1.8535, 1.8865, 1.7599,\n",
       "                      2.0692, 1.8021, 1.7077, 1.8890, 1.9457, 1.8516, 1.7882, 1.8356, 1.8472,\n",
       "                      1.6708, 1.7435, 1.9080, 1.9653, 2.0401, 1.8935, 1.8450, 1.7536, 1.7733,\n",
       "                      1.8135, 1.8534, 1.9368, 1.7348, 1.8738, 1.9632, 1.9033, 1.7422, 1.7842,\n",
       "                      1.8516, 2.0218, 1.7044, 1.8793, 1.8655, 1.8516, 1.8002, 1.8687, 1.8460,\n",
       "                      1.7589, 1.8174, 1.9830, 1.9034, 2.1222, 1.8460, 1.9209, 1.8893, 1.9422,\n",
       "                      1.8489, 1.8396, 1.9953, 2.0865, 1.8253, 1.7700, 1.8035, 1.7535, 1.8923,\n",
       "                      1.8620, 1.8627, 1.7264, 1.8140, 1.9613, 1.8812, 1.8729, 2.0050, 1.7092,\n",
       "                      1.7726, 1.9410, 1.8381, 1.8366, 1.7276, 1.8796, 1.7548, 1.9536, 1.8062,\n",
       "                      1.8883, 2.0278, 1.8775, 1.9446, 1.8676, 1.8423, 1.7798, 1.9403, 1.8375,\n",
       "                      2.0473, 1.9507, 1.8337, 1.8184, 1.7791, 1.8993, 1.8781, 1.8691, 1.8493,\n",
       "                      1.7623, 1.9458, 1.7564, 1.7448, 1.8633, 1.6863, 1.8062, 1.8702, 2.0048,\n",
       "                      1.8504, 1.8964, 1.9489, 1.8264, 1.9019, 1.8196, 1.9712, 1.8969, 1.8652,\n",
       "                      1.8709, 1.6984, 1.8677, 1.8846, 1.9256, 1.8620, 1.6366, 1.8434, 1.7506,\n",
       "                      1.8438, 1.5788, 1.9316, 1.9535, 1.7878, 1.7354, 2.0920, 1.9456],\n",
       "                     requires_grad=True)),\n",
       "             ('layer4.1.bn2.bias', Parameter containing:\n",
       "              tensor([0.2371, 0.3433, 0.3279, 0.4642, 0.2233, 0.2370, 0.2176, 0.3793, 0.3140,\n",
       "                      0.2803, 0.2434, 0.2116, 0.2478, 0.2435, 0.2298, 0.3172, 0.2725, 0.6511,\n",
       "                      0.2925, 0.2281, 0.2279, 0.4254, 0.2342, 0.3328, 0.2632, 0.2176, 0.3180,\n",
       "                      0.3893, 0.1387, 0.2274, 0.3379, 0.0767, 0.2253, 0.2504, 0.1990, 0.1951,\n",
       "                      0.2566, 0.3253, 0.2797, 0.3149, 0.2373, 0.2533, 0.1956, 0.3236, 0.2093,\n",
       "                      0.2333, 0.2300, 0.5019, 0.2830, 0.1885, 0.3264, 0.2722, 0.2369, 0.2430,\n",
       "                      0.3625, 0.2165, 0.4700, 0.3047, 0.3675, 0.2641, 0.1979, 0.2664, 0.3448,\n",
       "                      0.2005, 0.2450, 0.4351, 0.2689, 0.1632, 0.3087, 0.1209, 0.2153, 0.1592,\n",
       "                      0.2960, 0.1423, 0.2951, 0.2706, 0.2007, 0.2939, 0.2210, 0.2243, 0.2465,\n",
       "                      0.3910, 0.4599, 0.5417, 0.2147, 0.3469, 0.2703, 0.2229, 0.3645, 0.2647,\n",
       "                      0.2421, 0.2492, 0.1666, 0.2763, 0.2560, 0.2151, 0.3363, 0.2767, 0.2516,\n",
       "                      0.2988, 0.2622, 0.3499, 0.3001, 0.3907, 0.3184, 0.2233, 0.2649, 0.2110,\n",
       "                      0.2034, 0.2752, 0.2314, 0.3480, 0.2238, 0.2892, 0.1991, 0.2923, 0.3259,\n",
       "                      0.0722, 0.3039, 0.3041, 0.3803, 0.2568, 0.2382, 0.3057, 0.2652, 0.1532,\n",
       "                      0.2110, 0.2567, 0.3148, 0.2746, 0.1833, 0.1950, 0.1116, 0.2279, 0.3705,\n",
       "                      0.2477, 0.2000, 0.3060, 0.2548, 0.2468, 0.3028, 0.1921, 0.2952, 0.1980,\n",
       "                      0.2135, 0.1583, 0.1586, 0.3944, 0.2352, 0.3947, 0.2740, 0.2861, 0.1856,\n",
       "                      0.2702, 0.2986, 0.1728, 0.2658, 0.2696, 0.2028, 0.1838, 0.3176, 0.6246,\n",
       "                      0.2631, 0.3855, 0.2074, 0.2317, 0.4171, 0.2044, 0.2926, 0.3506, 0.2305,\n",
       "                      0.2400, 0.1420, 0.1093, 0.2757, 0.3253, 0.2334, 0.1650, 0.4026, 0.2066,\n",
       "                      0.1790, 0.3032, 0.5658, 0.3246, 0.3834, 0.3254, 0.1772, 0.2909, 0.2350,\n",
       "                      0.2519, 0.1968, 0.2003, 0.3213, 0.4802, 0.2543, 0.2578, 0.3280, 0.2270,\n",
       "                      0.3044, 0.2273, 0.2447, 0.2527, 0.4136, 0.2588, 0.3589, 0.2688, 0.2115,\n",
       "                      0.2022, 0.3186, 0.3740, 0.1785, 0.2074, 0.2346, 0.3566, 0.2623, 0.2620,\n",
       "                      0.2880, 0.1462, 0.1896, 0.2777, 0.1852, 0.3240, 0.2748, 0.2164, 0.3066,\n",
       "                      0.1845, 0.3992, 0.1695, 0.4411, 0.2812, 0.2730, 0.2784, 0.1861, 0.3589,\n",
       "                      0.1934, 0.3320, 0.3350, 0.2655, 0.2740, 0.3185, 0.2633, 0.2458, 0.2003,\n",
       "                      0.2809, 0.3049, 0.2050, 0.2904, 0.2381, 0.3278, 0.3484, 0.4293, 0.2422,\n",
       "                      0.2859, 0.1864, 0.2954, 0.5634, 0.2081, 0.3743, 0.2902, 0.3820, 0.3069,\n",
       "                      0.2101, 0.2750, 0.2878, 0.1870, 0.3015, 0.1661, 0.2998, 0.3101, 0.2522,\n",
       "                      0.2419, 0.1758, 0.2681, 0.2812, 0.1495, 0.2868, 0.3157, 0.2587, 0.2437,\n",
       "                      0.1467, 0.5416, 0.2490, 0.2831, 0.2783, 0.1614, 0.1963, 0.2034, 0.2364,\n",
       "                      0.2527, 0.1573, 0.3184, 0.2841, 0.1613, 0.1489, 0.2850, 0.1625, 0.3277,\n",
       "                      0.4936, 0.2780, 0.3178, 0.1743, 0.2158, 0.2222, 0.2821, 0.4267, 0.2713,\n",
       "                      0.1778, 0.3067, 0.2270, 0.1772, 0.3897, 0.2923, 0.4843, 0.2345, 0.2327,\n",
       "                      0.2740, 0.2700, 0.2804, 0.4035, 0.1501, 0.3329, 0.3286, 0.2803, 0.2309,\n",
       "                      0.1738, 0.3270, 0.3097, 0.1808, 0.2384, 0.2107, 0.3240, 0.3346, 0.2236,\n",
       "                      0.2061, 0.2687, 0.2360, 0.3338, 0.2694, 0.3203, 0.2895, 0.1884, 0.1491,\n",
       "                      0.3957, 0.5167, 0.3407, 0.1854, 0.1816, 0.2626, 0.1855, 0.2219, 0.1482,\n",
       "                      0.2584, 0.2458, 0.2616, 0.2396, 0.2402, 0.2423, 0.3463, 0.2731, 0.1524,\n",
       "                      0.2514, 0.2760, 0.1734, 0.2715, 0.4052, 0.2252, 0.3676, 0.3070, 0.3127,\n",
       "                      0.1836, 0.4330, 0.2203, 0.2073, 0.2803, 0.2984, 0.2191, 0.3272, 0.2267,\n",
       "                      0.2749, 0.3056, 0.4566, 0.2962, 0.3528, 0.3236, 0.4220, 0.2715, 0.2256,\n",
       "                      0.2903, 0.1829, 0.3994, 0.2820, 0.2471, 0.1647, 0.3654, 0.4504, 0.2685,\n",
       "                      0.2992, 0.2825, 0.2435, 0.2212, 0.4300, 0.4342, 0.1988, 0.2863, 0.3398,\n",
       "                      0.2444, 0.2905, 0.2559, 0.2586, 0.1702, 0.1906, 0.2536, 0.2978, 0.2498,\n",
       "                      0.3777, 0.2252, 0.2472, 0.2243, 0.1732, 0.2194, 0.2091, 0.2820, 0.2898,\n",
       "                      0.2887, 0.3292, 0.1644, 0.2962, 0.3279, 0.2535, 0.2795, 0.2238, 0.2607,\n",
       "                      0.1937, 0.2680, 0.2418, 0.5193, 0.2502, 0.3147, 0.2166, 0.2313, 0.2027,\n",
       "                      0.1880, 0.2180, 0.3826, 0.3871, 0.2358, 0.3556, 0.2272, 0.3272, 0.3442,\n",
       "                      0.3154, 0.1993, 0.3135, 0.2254, 0.3048, 0.2658, 0.3337, 0.2679, 0.2670,\n",
       "                      0.2363, 0.4347, 0.1931, 0.1995, 0.2072, 0.3202, 0.2667, 0.2305, 0.2383,\n",
       "                      0.2246, 0.2562, 0.2837, 0.4046, 0.2786, 0.2243, 0.1591, 0.1923, 0.1894,\n",
       "                      0.2496, 0.1140, 0.3128, 0.3197, 0.3530, 0.2999, 0.2115, 0.4718, 0.2979,\n",
       "                      0.3472, 0.2890, 0.4740, 0.2230, 0.3630, 0.4015, 0.2446, 0.1897, 0.1460,\n",
       "                      0.1874, 0.2734, 0.2366, 0.3001, 0.2359, 0.2688, 0.3256, 0.2749, 0.2848,\n",
       "                      0.2299, 0.3001, 0.4818, 0.3074, 0.3164, 0.3114, 0.3549, 0.2859],\n",
       "                     requires_grad=True)),\n",
       "             ('fc.weight', Parameter containing:\n",
       "              tensor([[-0.0185, -0.0705, -0.0518,  ..., -0.0390,  0.1735, -0.0410],\n",
       "                      [-0.0818, -0.0944,  0.0174,  ...,  0.2028, -0.0248,  0.0372],\n",
       "                      [-0.0332, -0.0566, -0.0242,  ..., -0.0344, -0.0227,  0.0197],\n",
       "                      ...,\n",
       "                      [-0.0103,  0.0033, -0.0359,  ..., -0.0279, -0.0115,  0.0128],\n",
       "                      [-0.0359, -0.0353, -0.0296,  ..., -0.0330, -0.0110, -0.0513],\n",
       "                      [ 0.0021, -0.0248, -0.0829,  ...,  0.0417, -0.0500,  0.0663]],\n",
       "                     requires_grad=True)),\n",
       "             ('fc.bias', Parameter containing:\n",
       "              tensor([-2.6341e-03,  3.0005e-03,  6.5581e-04, -2.6909e-02,  6.3637e-03,\n",
       "                       1.3260e-02, -1.1178e-02,  2.0639e-02, -3.6373e-03, -1.2325e-02,\n",
       "                      -1.2629e-02, -7.2057e-03, -1.9321e-02, -2.4960e-02, -1.1885e-02,\n",
       "                      -8.3259e-03, -9.5745e-03, -1.6658e-02,  9.1804e-03, -1.5354e-02,\n",
       "                       7.1358e-03,  3.0737e-02,  1.3239e-02, -7.7528e-03,  4.7448e-03,\n",
       "                       1.1175e-02,  1.5949e-02, -1.6712e-02, -1.0130e-03, -3.7167e-03,\n",
       "                       6.5269e-03, -1.2041e-02,  9.0427e-03, -8.3279e-04,  8.8647e-03,\n",
       "                      -2.6307e-02, -1.4588e-02,  2.9433e-03,  2.9718e-03, -1.9125e-02,\n",
       "                      -4.7922e-03,  1.3828e-02,  9.8802e-03, -1.8417e-02,  1.9734e-02,\n",
       "                       1.6941e-03,  1.2420e-02, -5.5842e-03, -1.0612e-02,  3.9847e-04,\n",
       "                       4.2733e-03, -1.3298e-02,  2.0661e-02,  1.6963e-02,  2.7952e-03,\n",
       "                       7.4214e-04,  1.3168e-02,  3.2213e-03,  1.0458e-02,  1.6511e-02,\n",
       "                       9.1717e-04,  3.9388e-03, -5.6534e-03,  1.9372e-02,  7.5238e-03,\n",
       "                       1.3437e-02, -1.3185e-02, -1.0026e-02,  7.1920e-03, -2.3166e-03,\n",
       "                      -1.8895e-02,  1.2519e-02,  1.9583e-03,  7.3836e-03, -9.6664e-03,\n",
       "                       2.0189e-02,  7.6652e-03,  1.8529e-02,  1.5710e-02,  1.8582e-02,\n",
       "                      -6.9314e-03,  1.7090e-02,  9.1268e-03, -3.8876e-02, -2.4116e-02,\n",
       "                      -6.8715e-03, -1.1648e-02,  7.8817e-03,  1.8046e-03,  2.8480e-02,\n",
       "                      -1.9379e-02, -1.6295e-02,  1.0468e-02, -1.3027e-02, -8.4211e-03,\n",
       "                      -2.9210e-02, -2.4856e-03, -8.7141e-03, -1.6397e-02, -9.3054e-03,\n",
       "                      -1.5931e-02, -2.6346e-02, -1.1091e-03,  2.2589e-02,  2.1387e-03,\n",
       "                      -2.3212e-02, -1.4085e-02, -5.6224e-03, -2.0090e-02, -3.0284e-02,\n",
       "                      -4.9574e-02,  2.3283e-02,  1.4954e-02, -7.7501e-03, -3.9482e-03,\n",
       "                      -3.7629e-02, -2.4220e-02, -1.0194e-02, -7.7038e-03, -4.1312e-03,\n",
       "                      -2.9553e-03, -6.2174e-03, -1.2076e-02, -7.0168e-03, -3.8948e-03,\n",
       "                      -1.6953e-02, -2.4585e-02,  5.5353e-03, -8.3370e-03, -7.0759e-03,\n",
       "                      -2.4023e-02, -6.3686e-03,  7.3420e-04,  5.2883e-03, -2.2181e-02,\n",
       "                      -2.6972e-02, -1.7990e-02, -1.6393e-02,  2.1485e-03, -1.6122e-02,\n",
       "                      -1.6112e-02,  6.5931e-03, -2.0045e-02,  6.4149e-03, -1.2601e-02,\n",
       "                      -7.6238e-03,  1.1411e-02, -4.5084e-02, -9.2018e-03, -1.5563e-02,\n",
       "                      -1.3590e-02, -1.4374e-03, -1.9466e-02,  2.0737e-02, -1.0476e-02,\n",
       "                       6.3229e-03,  8.3229e-03, -1.0791e-02, -1.8903e-02,  5.8624e-03,\n",
       "                      -2.0189e-03,  3.2436e-02,  4.0581e-02, -4.0820e-05,  1.0886e-02,\n",
       "                      -1.6544e-02, -5.3365e-04, -2.2903e-02,  4.6295e-03, -4.8402e-03,\n",
       "                       1.0187e-02,  1.7954e-02,  4.8211e-03,  6.1831e-03,  1.4419e-02,\n",
       "                      -1.2094e-02, -8.7460e-03,  1.9488e-03,  1.4685e-02,  1.2464e-02,\n",
       "                       7.0523e-03, -4.1783e-03,  1.2048e-02, -2.0199e-02,  9.9144e-03,\n",
       "                       1.3978e-02, -1.0321e-03,  5.7394e-03,  1.4019e-03,  6.0113e-04,\n",
       "                      -5.5790e-04,  2.4424e-02,  2.3076e-02, -1.4610e-02,  1.1185e-02,\n",
       "                       3.4608e-02,  1.6944e-02,  4.3295e-03, -2.5606e-02,  1.2279e-02,\n",
       "                      -2.5810e-02,  8.5365e-03,  2.0437e-02,  2.2557e-02,  2.2966e-02,\n",
       "                       8.8420e-03, -1.3894e-02,  3.8719e-03, -9.3046e-03,  2.3220e-02,\n",
       "                      -1.4949e-02,  6.9258e-03,  5.0070e-03, -1.7302e-02,  1.0364e-03,\n",
       "                      -1.0223e-02, -9.6949e-03,  3.4534e-02,  6.1337e-03,  1.1582e-02,\n",
       "                      -2.0529e-02, -2.1956e-02,  5.3109e-03,  3.4101e-02, -5.8079e-03,\n",
       "                       2.9406e-02, -8.7954e-03, -5.2505e-03, -1.9088e-02,  3.0350e-02,\n",
       "                       1.8445e-02, -2.1225e-02,  1.8432e-02,  1.3832e-02,  1.7848e-02,\n",
       "                      -4.4762e-03,  3.5858e-02,  2.1762e-02,  1.0880e-02,  4.0255e-02,\n",
       "                      -2.0049e-03, -3.0348e-03,  9.3293e-03, -1.6304e-02,  9.6253e-04,\n",
       "                       1.8673e-02, -1.6567e-02,  1.4964e-02, -3.7206e-03, -7.6734e-03,\n",
       "                      -7.9254e-06,  3.9732e-03, -9.5979e-03, -1.6833e-02,  5.8524e-05,\n",
       "                      -6.4126e-03,  8.2977e-03,  4.8207e-03, -1.1467e-03,  4.8869e-03,\n",
       "                       1.7349e-02,  3.9222e-03, -7.8080e-03,  1.6051e-02,  9.8802e-03,\n",
       "                      -1.0144e-02,  2.0912e-02, -6.3203e-03, -2.3139e-02,  1.1646e-03,\n",
       "                       2.2468e-02, -6.6953e-03,  1.8311e-02,  1.4623e-02, -1.1654e-02,\n",
       "                      -1.4306e-02,  1.2974e-02, -9.6865e-03, -6.2351e-03,  1.3180e-02,\n",
       "                       6.7543e-03,  4.6418e-02, -2.7962e-02, -1.5111e-02,  2.8716e-02,\n",
       "                       9.1991e-03, -5.3710e-03, -6.0361e-03, -7.2140e-03, -9.2421e-03,\n",
       "                       1.8536e-03, -3.1078e-03, -8.4004e-03, -1.6766e-02,  4.0936e-03,\n",
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       "                       9.1647e-03,  9.0880e-03,  7.4842e-03, -1.1946e-02,  2.1395e-02,\n",
       "                       2.7922e-02,  1.4692e-02, -2.4958e-03,  2.8887e-02,  1.3422e-02,\n",
       "                       1.7173e-03,  2.5018e-03, -2.1253e-02, -8.2424e-04,  4.2183e-03,\n",
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       "                      -9.0419e-03,  4.0883e-03,  4.4482e-02, -2.3664e-02, -5.2547e-03,\n",
       "                      -1.9529e-02,  3.2860e-03,  5.4667e-03, -4.9558e-03,  7.6805e-03,\n",
       "                      -3.3026e-03, -2.6248e-03, -1.1094e-02,  2.3922e-02,  1.8079e-02,\n",
       "                      -1.8135e-02,  5.2204e-03, -1.3559e-02,  1.9448e-02,  1.0981e-02,\n",
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       "                      -1.8511e-02, -7.6262e-04, -1.6382e-02, -1.5862e-02, -1.3717e-02,\n",
       "                       1.7528e-02, -1.1419e-03, -6.3346e-03, -1.1118e-02,  1.3159e-02,\n",
       "                      -2.3464e-02,  2.7993e-04, -3.6273e-04,  2.3797e-02, -2.7353e-03,\n",
       "                      -2.2223e-02,  1.3415e-02,  1.0443e-02, -2.3512e-02,  1.6832e-02,\n",
       "                       4.3699e-03, -1.3243e-02, -2.8605e-03,  5.4212e-03,  1.9924e-03,\n",
       "                      -6.8664e-04, -3.9092e-04,  1.7806e-02,  1.8391e-02,  2.8473e-02,\n",
       "                      -3.3835e-02, -1.0778e-02, -1.2371e-02, -1.9110e-03, -1.6381e-03,\n",
       "                       1.7288e-02, -3.9813e-03, -1.5167e-02, -1.0781e-02,  5.3808e-03,\n",
       "                      -3.3947e-04,  3.3885e-04, -1.0162e-02, -4.0266e-03, -3.4751e-03,\n",
       "                       4.2359e-03, -1.4677e-03,  1.3207e-02,  7.5580e-03,  1.9397e-04,\n",
       "                       3.0048e-03,  8.6283e-03, -1.1193e-02,  3.8466e-02, -2.6220e-02,\n",
       "                      -2.0251e-02, -6.3872e-03,  2.1906e-02, -7.3400e-03,  5.2753e-03,\n",
       "                      -1.1709e-02,  8.4009e-03,  2.8530e-03, -4.7220e-03,  2.3118e-02,\n",
       "                      -7.6039e-03,  2.8136e-03, -1.1701e-02, -4.4118e-03,  1.1846e-02,\n",
       "                      -1.7632e-03, -1.2260e-02, -2.1210e-03,  1.2072e-02,  6.7523e-03,\n",
       "                      -1.9128e-04, -2.5105e-02,  1.2693e-02,  1.6062e-02,  8.1264e-03,\n",
       "                       1.3857e-03,  3.0087e-03, -1.4111e-02,  1.9784e-02, -9.2301e-04,\n",
       "                      -1.8428e-02,  7.8059e-03,  1.5319e-02, -1.2768e-02, -9.0166e-03,\n",
       "                       1.8031e-02,  2.4853e-02,  1.7788e-02,  8.8640e-03, -9.4422e-03,\n",
       "                      -1.3652e-03,  1.2932e-02,  9.0133e-03,  1.6655e-02, -5.4321e-03,\n",
       "                       2.7480e-02, -3.1781e-02, -1.3331e-02,  5.5792e-03, -1.3278e-02,\n",
       "                      -1.9219e-02, -1.3307e-02,  4.2390e-03,  3.0246e-02, -8.1990e-03,\n",
       "                       8.3008e-03,  1.8993e-02,  1.0643e-02,  3.1324e-02,  1.9283e-02,\n",
       "                       3.3642e-03,  1.9669e-02,  2.2673e-03, -1.9630e-02,  2.0147e-02,\n",
       "                      -1.1433e-02, -7.6073e-03,  1.5071e-02, -3.0395e-03, -9.3430e-03,\n",
       "                      -4.1657e-03,  2.2972e-03, -5.0985e-03, -1.4499e-02, -2.7673e-02,\n",
       "                      -3.8721e-02,  5.4249e-03,  1.3504e-02, -1.2811e-03,  3.7465e-02,\n",
       "                       1.5154e-03,  2.4035e-02, -2.0557e-02,  9.8406e-03,  1.0352e-02,\n",
       "                       3.8597e-02, -1.1905e-02, -2.1718e-02,  8.3778e-03,  1.4691e-02,\n",
       "                       2.2631e-02, -3.7629e-03,  1.5570e-02, -9.3990e-03,  5.3536e-03,\n",
       "                       1.9584e-02, -1.1156e-02,  1.5190e-02,  5.4622e-03,  2.2995e-02,\n",
       "                       2.9260e-02, -1.5236e-03,  6.6009e-03, -3.1939e-02, -1.0486e-02,\n",
       "                      -4.4617e-03,  3.1853e-02,  1.3736e-02,  1.3561e-02,  7.0907e-03,\n",
       "                      -1.6753e-02, -2.5470e-02,  1.9752e-02,  2.6715e-02, -4.6859e-03,\n",
       "                       1.7682e-02,  3.2496e-02,  1.4553e-02,  2.6101e-02,  1.1341e-02,\n",
       "                      -2.2271e-03,  3.5237e-02, -1.1892e-02, -1.8683e-02, -5.5245e-03,\n",
       "                      -7.0732e-03, -5.2670e-03,  7.5946e-03, -1.8465e-02, -1.6897e-02,\n",
       "                       1.0127e-02,  1.3006e-02, -1.8251e-03,  6.6651e-04, -1.1207e-02,\n",
       "                       1.3563e-02, -1.8153e-02, -2.6487e-02,  6.0652e-03,  3.9711e-02,\n",
       "                      -1.4285e-02,  1.8001e-02, -1.4039e-02, -1.8762e-02, -1.1778e-02,\n",
       "                      -1.6449e-02,  9.0423e-03, -7.2730e-03,  1.7517e-02, -7.3016e-04,\n",
       "                       1.0212e-02,  2.3785e-02,  8.1286e-03,  8.0260e-03,  1.1922e-02,\n",
       "                       6.2416e-03, -2.4625e-02,  2.9461e-02, -1.4183e-02, -1.8672e-02,\n",
       "                      -1.4057e-02,  7.9872e-03, -2.1081e-02, -2.7560e-02, -3.5690e-03,\n",
       "                       1.5993e-03,  9.4720e-03,  1.8272e-02, -2.3742e-03,  1.1843e-03,\n",
       "                      -5.7722e-04,  8.7818e-03,  2.7804e-03,  6.7973e-04,  1.5877e-02,\n",
       "                      -7.0359e-03,  2.5487e-03, -1.7925e-02,  8.4912e-03,  4.3375e-03,\n",
       "                       2.4508e-02,  3.6686e-03,  1.0252e-02, -1.3396e-02,  4.5706e-04,\n",
       "                       1.0313e-02,  1.5229e-02,  3.9907e-02, -8.0809e-03,  1.3760e-02,\n",
       "                      -6.5863e-03,  6.6066e-03, -3.1480e-02,  2.4665e-02,  3.4374e-03,\n",
       "                       2.0973e-02,  1.9384e-02, -2.0880e-02,  7.1465e-03,  1.0406e-02,\n",
       "                       2.2273e-05, -1.9182e-02,  6.3135e-03, -1.6891e-04,  8.8664e-03,\n",
       "                      -4.7666e-03, -1.4493e-02,  3.2176e-03,  7.3346e-03,  2.0694e-02,\n",
       "                      -4.9972e-04,  1.8820e-02,  3.9147e-02, -2.7095e-02, -1.8293e-02,\n",
       "                      -1.9868e-02, -9.4048e-03,  4.1552e-03,  5.3837e-03, -4.6663e-03,\n",
       "                      -1.3019e-02, -2.4452e-02, -8.9231e-03, -1.4603e-02,  2.5529e-03,\n",
       "                      -3.0766e-02,  1.1169e-02, -6.8113e-03, -7.5967e-03, -9.3191e-03,\n",
       "                       1.4919e-03, -2.3428e-03,  4.4398e-04, -1.0810e-02,  8.8498e-03,\n",
       "                      -2.1022e-02, -8.0380e-03, -1.0818e-02, -6.4815e-03, -2.0681e-03,\n",
       "                       2.2326e-02, -1.9234e-02,  4.0844e-03,  7.7233e-04,  1.7226e-03,\n",
       "                      -1.7454e-02, -1.3190e-02, -7.4112e-03, -1.7550e-03,  1.2926e-03,\n",
       "                      -6.7029e-03, -7.0588e-03,  6.2745e-03, -1.8068e-02, -9.4855e-03,\n",
       "                      -2.0856e-02,  8.9604e-03,  2.1294e-02,  1.7025e-02,  2.1015e-02,\n",
       "                       8.8233e-03, -9.8277e-03, -2.2293e-02,  2.4295e-02, -1.1174e-02,\n",
       "                      -7.5753e-03,  6.1182e-03, -2.0653e-02, -1.6264e-02,  2.6457e-02,\n",
       "                      -1.4782e-02,  1.8654e-02,  2.5488e-02,  2.4106e-02,  4.7888e-03,\n",
       "                       2.3329e-02,  3.5806e-04,  2.5154e-02,  1.7094e-02,  1.7803e-02,\n",
       "                       2.4687e-02,  9.0085e-03,  2.3610e-03,  2.6088e-02, -1.4110e-02,\n",
       "                      -5.4212e-04,  8.9498e-04,  2.1150e-02,  4.8484e-03, -3.0503e-02,\n",
       "                      -7.5025e-03, -3.3718e-02, -2.8913e-02,  1.5691e-02,  6.2047e-03,\n",
       "                      -1.0853e-02,  1.9524e-02, -1.6188e-02,  8.9890e-03,  9.1894e-03,\n",
       "                      -2.8592e-03, -1.0911e-02,  1.0848e-02,  4.8784e-02, -1.9687e-03,\n",
       "                       2.6843e-02, -4.8715e-03,  1.3489e-02, -1.4523e-02, -2.7585e-02,\n",
       "                       6.1228e-03,  4.8171e-03,  2.1566e-03, -3.7561e-02,  3.0775e-02,\n",
       "                       1.9977e-02,  1.8480e-02,  3.0368e-03,  9.3825e-03,  4.5243e-04,\n",
       "                       6.1650e-02, -8.6416e-03, -2.6913e-02,  6.3527e-03,  7.7985e-03,\n",
       "                       1.3180e-02, -1.6666e-03,  2.0865e-02,  9.9480e-03,  8.8136e-03,\n",
       "                       1.4841e-02,  3.3211e-03,  3.6342e-03,  2.8740e-02, -2.2120e-02,\n",
       "                      -7.1567e-03,  1.0352e-02,  1.6433e-02,  1.1683e-02, -5.8058e-03,\n",
       "                      -6.9297e-04,  2.6578e-02,  8.7967e-03, -3.1689e-02,  1.8949e-02,\n",
       "                      -8.5859e-03,  3.4228e-02, -1.5237e-02, -5.9709e-03,  1.1069e-03,\n",
       "                      -1.8394e-02, -1.9246e-02, -3.6361e-02,  3.9839e-03,  4.1237e-02,\n",
       "                       1.3816e-02, -7.3304e-03,  3.8832e-03,  2.4367e-03, -2.1625e-02,\n",
       "                      -1.4523e-02, -1.6281e-04,  6.2566e-04, -1.6798e-02,  2.3083e-02,\n",
       "                       9.7114e-03, -8.2207e-03,  1.1595e-03, -2.0983e-02, -6.6540e-03,\n",
       "                      -1.4097e-02,  3.4067e-03, -7.7575e-03, -1.4738e-02, -2.1343e-02,\n",
       "                       5.4123e-03,  3.9747e-03, -4.6185e-03, -1.5462e-02, -7.6229e-03,\n",
       "                       1.2211e-02, -4.8453e-03, -8.8757e-03, -1.0275e-02,  7.3482e-03,\n",
       "                      -6.0349e-03,  2.3658e-03,  2.1053e-02, -8.5688e-03, -1.1630e-02,\n",
       "                      -2.7332e-02, -2.0648e-02,  4.4952e-03, -1.8649e-02, -1.1564e-02,\n",
       "                       4.5905e-04, -6.1831e-03, -2.4435e-02, -7.1187e-03, -1.4394e-02,\n",
       "                      -2.3544e-03,  2.1556e-02,  2.2924e-02, -1.3725e-02,  7.7785e-03,\n",
       "                      -8.5513e-03,  2.4221e-02,  3.8192e-03,  7.0947e-04,  1.6114e-02,\n",
       "                       2.5932e-02,  1.8108e-02,  2.9306e-02,  1.6773e-03, -3.0166e-03,\n",
       "                       3.2015e-02, -1.4034e-02,  2.7365e-02, -1.8858e-02,  2.5832e-03,\n",
       "                       1.3498e-02, -1.3502e-02, -1.4940e-02, -1.0904e-02,  1.8642e-02,\n",
       "                       4.2593e-03, -1.6742e-02, -1.2638e-02, -4.5468e-02, -5.0823e-03,\n",
       "                      -2.5093e-02,  6.7847e-03, -1.7868e-02, -7.8250e-04, -6.3448e-03],\n",
       "                     requires_grad=True))])"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "#预训练模型\n",
    "state_dict = torch.hub.load_state_dict_from_url('https://s3.amazonaws.com/pytorch/models/resnet18-5c106cde.pth')\n",
    "state_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "title_sidebar": "Contents",
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